{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Using Yellow Brick to Explore and Model the Famous Iris Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Exploration Notebook by:\n",
    "Nathan Danielsen\n",
    "Prema Damodaran"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Review of the iris dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# read the iris data into a DataFrame\n",
    "import pandas as pd\n",
    "url = 'http://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data'\n",
    "col_names = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width', 'species']\n",
    "iris = pd.read_csv(url, header=None, names=col_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width      species\n",
       "0           5.1          3.5           1.4          0.2  Iris-setosa\n",
       "1           4.9          3.0           1.4          0.2  Iris-setosa\n",
       "2           4.7          3.2           1.3          0.2  Iris-setosa\n",
       "3           4.6          3.1           1.5          0.2  Iris-setosa\n",
       "4           5.0          3.6           1.4          0.2  Iris-setosa"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Terminology\n",
    "\n",
    "- **150 observations** (n=150): each observation is one iris flower\n",
    "- **4 features** (p=4): sepal length, sepal width, petal length, and petal width\n",
    "- **Response**: iris species\n",
    "- **Classification problem** since response is categorical"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lightly Preprocess the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# map each iris species to a number\n",
    "iris['species_num'] = iris.species.map({'Iris-setosa':0, 'Iris-versicolor':1, 'Iris-virginica':2})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the Good Stuff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import yellowbrick as yb \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (12, 8)\n",
    "\n",
    "from yellowbrick.features.rankd import Rank2D\n",
    "from yellowbrick.features.radviz import RadViz\n",
    "from yellowbrick.features.pcoords import ParallelCoordinates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Exploration with RadViz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Specify the features of interest and the classes of the target\n",
    "\n",
    "features = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width']\n",
    "classes = ['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']\n",
    "\n",
    "# Extract the numpy arrays from the data frame\n",
    "X = iris[features].as_matrix()\n",
    "y = iris.species_num.as_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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CwoUL2bt3L9nZ2fTo0QMAb2/v6ut9fHwA8PLyqr62c+fOAPj6+laPQaQtO5KZx65jGQ7b\n7Dye0ao5z4MGDWLAgAGEhITUOm6xWDh69Cgffvgh2dnZrF27ljvvvNPuPSwWCzt37uTzzz8nKCiI\n+Ph4LrvsMr7//nvS0tK466678Pf3Z+DAgdx4442899579e4RFxdHZGQks2fPxs/Pj6FDhzJx4kQ2\nbNhQ3ce7777L3r17ufbaa9m8eTNeXl5cddVVvPbaa3Tr1o2TJ09isViq/9/T1ihVQ0Skg0lJSeHT\nTz8lIiKCRYsWsXPnTo4dO8bJkyer85BffPFFLBYL48ePJzAwkIqKCrZs2UJWVhbBwcGcf/75Dd7/\nmmuu4bbbbmPVqlX4+fkxYsSI6nO9e/emc+fOPPLII2RnZ9O3b18iIiL45ptv+OUvf9nq37tIS0vK\nyifXWuqwTW5RKclZBfQND3HYrqm6d+9u9/i0adPIz89n/fr1rFy5kgEDBrB8+XKKi4uZO3dudbuX\nXnqJ+++/n2eeeYYnn3ySe+65h/Hjx7NixQpSU1PJz89n1KhR1e3Lysqq0y9qysrKIioqqtaxbt26\nsWfPHgIDA3n99dd5/vnn+cMf/oCvry+33HILt956KyUlJaxYsYJt27YRGRnJoEGDANrkh2cFziIi\nHcw111zDNddc47DNHXfcQc+ePau/fuWVV5y+/8CBA4mPjwdsv/6t8sYbbwBw991317vmn//8JwCr\nV68GYMaMGU73J+JOfbsGE2rxdRg8hwb40qdrp1YbQ83f2tSUnJzMmDFjmDVrFtnZ2Tz77LPce++9\nbNq0ib1799Zqu2/fPubOnct9993HsWPHqgPpadOm0aNHD7Zs2VLdNiMjw+5vniIjI0lNTa117PTp\n04SHh5Ofn09BQQF/+9vfKC0t5dtvv+X2229n1KhRfPDBB1RUVLB161YsFgupqal8+OGHzX8wrUCp\nGiIi7Ux5eTmJiYns3r2bEydOUFJS0qjrV69eXStobkheXh7PPfdcrT8fffRRU4ct4pH6hYcwonc3\nh21G9urWarPNjsTFxXHPPfeQkZFBWFgYnTp1qk6Hquv555/n8ccfx2q1Eh4ejo+PD126dOHiiy8m\nICCAl19+mZKSEtLT07n55pt58803AfD39yc/Px+AK664gtOnT/PGG29QUlLC/v372bx5M1OmTKGw\nsJA//OEPbN26FV9fX8477zy8vLwICwsjPz8ff39/fHx8yM7O5i9/+QsApaWOZ/LdocVmnA3DGAV8\nZJpmVAPnZwIrgR5APHCLaZonW6p/ERGx7WqxYcMGsrKyqo/t3buXX/7yl1x22WUt2ldISAgLFixo\n0XuKeKJlsTEcPJVjd4Fgz7BAlsbGuGFUcNNNN3Hs2DGmTp1KUVERMTExrFq1ym7bP//5zzzwwAOM\nGzcOgAkTJjBv3jz8/PxYu3YtK1as4KWXXsLHx4cpU6Zw++23A3DllVfyxhtvMGnSJD7//HNefvll\nHn30UZ566im6dOnCjTfeyFVXXUVAQAB//etfefTRR0lPT6dLly48+OCD9O3bl0WLFnHfffcxcuRI\nQkNDufbaa+nduzeHDx+mT58+rnpcTvE61yKPczEMwwu4GXgSKDVNs97HLsMwhgJbgauB/cAaIMo0\nzSnO9LF79+4+QFJMTAwWi6VZ43WVoqIiDhw4wJAhQwgICHD3cDokvQbupefvekeOHOHvf/87ZWVl\nds9PnTqVsWPHunhUHZfeA+7l6ue/OTGN1XEJ7DyeQW5RKaEBvozs1Y2lsTFMaKWt6No6T3wPWK1W\nEhISAPoOHz48ue75lphxXgb8Btts8n0NtPkdsME0zR0AhmHcB5w2DKOHZp1FRFrGv//97waDZrD9\n2nbUqFH4+fm5cFQiHcPE6EgmRkeSlJlHclYBfbp2ckt6hrSulgicXwEeBa5w0GYgUL3xp2mamYZh\nZAEG4HTgbLVaz7kNUlthtVpr/S2up9fAvfT8XSs7O5vk5GSHbQoLC/n+++8ZPHiwawbVwek94F7u\nev6RnfyI7GTLIy4qKnJp322NJ74HiouLHZ5vduBsmmYa2Da9d6ATULdoeiHQqHqQiYmJjRpbW3Do\n0CF3D6HD02vgXnr+rlEzp9mRQ4cOecwERHuh94B76fm7X3t6DVy1HV0hEFjnWBCQ35ibREdH4+/v\n32KDak1Wq5VDhw7Rv39/j8nLbm/0GriXnr9r5efns3nz5nMGxYMHD6Z///4uGlXHpveAe+n5u58n\nvgbFxcUOJ2pdFTj/iC0tAwDDMLoBXSuPO81isXjMg69isVg8JiG+vdJr4F56/q4REBDAoEGD+OGH\nHxps06VLFwYPHoy3t3YidSW9B9xLz9/9POk1aGhP7Cqu+r/n28B1hmGMMwwjAFgFfGaaZqaL+hcR\naXeSMvOIS0yrLuU7efJkgoLsZ8B5e3tz7bXXKmgWEWmGVptxNgzjBQDTNOebprnPMIy52BYSRmDb\nmu7m1upbRKQ925yYxqq4BHZVbnsVFuDHiF7hLI2N4bbbbuOzzz7jp59+qi5X26tXLyZNmqQUDRGR\nZmqxwNk0zS1Atxpfz69z/l3g3ZbqT0SkI9qcmMbNb39Tq9BCTlEJcYnpmKdyeHXmWG666Sby8vI4\nefIkJ06cYPTo0R7za1IRkbZMv7MTEfEgq+IS7FYnA0jJOcvquATAVtWvZ8+eBAcHu3J4IiLtmgJn\nEREPcSQzj13HMhy22Xk8ozrnWURcL68oi9TsQ+QVObdFZFPNnj2bdevW1TuemprKsGHDKCysuwuw\n+/3qV7/i66+/bvL169evZ8aMGS04osZz1a4aIiLSTElZ+eRaSx22yS0qJTmrQBXLRFws9cwhvj8e\nT0Z+CiVlVvx8LHQL7sXQXlcS2dl16wuioqLYu3evy/prjI0bN7p7CM2mGWcREQ/Rt2swoRbH8x2h\nAb706drJRSMSEbAFzf85+B5pOYcpKbNVySsps5KWc4itB98j9UzrFQBZs2YN8+bNY8qUKYwfP56f\nfvoJwzAoKCiguLiYpUuXMnr0aMaNG8eiRYvIzs6ud4/8/HyGDh1aa//iDz74gBtuuMH2/aWmMn/+\nfEaPHs3VV1/NBx98UN1u9uzZLFmyhLFjx3LrrbeSm5vLggULGDVqFNdccw1r166trhw4ceJE4uPj\nATh48CC///3vGTZsGLGxsXz88ccAlJaW8vTTTzN+/HhGjx7NokWLOHnSfpHp1157jdjYWEaOHMn/\n/M//cOTIEQB27NjB5MmTmTt3LqNGjWLHjh0t8KRtFDiLiHiIfuEhjOjdzWGbkb26abZZxMW+Px5P\nYXGO3XOFxTl8n7KlVfvfvn07Tz/9NBs3bqy1rmHDhg0cPnyY+Ph4vvjiCwoLC3n99dfrXR8cHExs\nbGytGeFPPvmE6dOnU1ZWxvz584mOjmbr1q0888wzPPXUU2zfvr267YEDB9i0aRNPPPEEr7zyCj4+\nPvznP//h3XffJSkpqd5Mc3FxMfPmzWPMmDHs2LGDp556ioceeojDhw/zzDPPEBcXx1tvvcWWLVsI\nDQ3lzjvvrFfc6Z133uHvf/87zz77LN988w2XXnopc+fOrS5zfuTIEa655hq++uorhg8f3iLPGRQ4\ni4h4lGWxMfQMq1uI1aZnWCBLY2NcPCKRji2vKJPTeSkO22TkHW/VnOdBgwYxYMAAQkJqf2i2WCwc\nPXqUDz/8kOzsbNauXcudd95p9x7Tp0/ns88+A+D06dPs2bOHyZMn8/3335OWlsZdd92Fv78/AwcO\n5MYbb+S9996rvnbixImEhIQQEhKCxWLhwIEDbNy4kZKSElauXFkvL3nPnj0UFhayYMEC/P39GTp0\nKG+99RY9evRgw4YNLFy4kJ49exIYGMiyZcvYv39/9WxylQ0bNjBnzhwGDhyIv78/CxYsoLi4mO++\n+w6w7V0/depUAgMD8fVtucxk5TiLiHiQCdGRvDpzLKvjEthZuY9zaIAvI3t1Y2lsDBOiI909RJEO\nJe9sNqXlVodtSsqs5BVlERLQtVXG0L17d7vHp02bRn5+PuvXr2flypUMGDCA5cuXU1xczNy5c6vb\nvfTSS4wbN478/HwSEhLYtWsXY8eOpWvXrmzfvp38/HxGjRpV3b6srIwhQ4ZUf92t28+/Cbv11lsB\neOWVV1i2bBkDBgzgr3/9K4ZRXUCazMxMzjvvvFoFmQYNGlR9Lioqqvp4UFAQXbp0qZeuUbedt7c3\nkZGRnDx5kt69exMaGoq/v79zD7ARFDiLiHiYidGRTIyOJCkzj+SsAvp07aT0DBE3CQnsgq+3xWHw\n7OdjabWgGRouE52cnMyYMWOYNWsW2dnZPPvss9x7771s2rTJ7gLCX/3qV2zatIldu3YxZ84cAM47\n7zx69OjBli1bqttlZGTUSp2o2X9iYiLXXnstt912G8eOHeNPf/oTq1ev5tVXX61u06NHD06dOkV5\neXl18Pzmm28SExNDVFQUJ06c4KKLLgKgoKCA7OxswsPDSU9Pr75HVbsq5eXlpKamEh4e3ogn13hK\n1RAR8VB9w0OYEB2hoFnEjUICwuke0tNhm24hvVo1cG5IXFwc99xzDxkZGYSFhdGpUyc6d+7cYPvp\n06fz8ccfc+TIESZOnAjAxRdfTEBAAC+//DIlJSWkp6dz88038+abb9q9x7vvvstDDz1Efn4+Xbp0\nwd/fv16fQ4cOJSwsjJdeeonS0lL279/P008/TXBwMNOnT+fZZ5/lxIkTnD17llWrVtG/f38GDBhQ\nb6yvvfYapmlSXFzMc889B8CYMWOa88jOSTPOIiIiIs0wtNcEcs5m2F0gGOQfxtCeV7p+UMBNN93E\nsWPHmDp1KkVFRcTExLBq1aoG2w8ePJiwsDCuuOKK6jQHPz8/1q5dy4oVK3jppZfw8fFhypQp3H77\n7Xbvcdddd/HAAw8QGxtLSUkJhmHw8MMP12rj7+/P888/z/Lly3nppZcIDw9n5cqVXHjhhcydOxer\n1cqsWbPIz89n9OjRrF27tt6s+rXXXkt2dja33347mZmZXHTRRbz66qsEBQU186k55lV3lWJbtHv3\n7j5AUkxMDBaLxd3DcUpRUREHDhxgyJAhKnXrJnoN3EvP3/30GriXnr97ufr5p545xPcpW8jIO/7z\nPs4hvRja07X7OLclnvgesFqtJCQkAPQdPnx4ct3zmnEWERERaaaozv2J6tyfvKKs6oWA7kjPkNal\nwFlERESkhShgbt+0OFBERERExAkKnEVEREREnKDAWURERETECQqcRUREREScoMBZRERERMQJCpxF\nRERERJygwFlERESkhViTk8iNj8OanNSq/cyePZt169bVO56amsqwYcMoLCxssb6GDRvG4cOHG33d\nyy+/XF0K25GPP/6Y3/3ud00ZmstpH2cRERGRZsrdEk/q46so2LOL8txcvEPD6HTpcKL+uIzQK650\n2TiioqLYu3dvi96zqff7wx/+wIEDB87Zbtq0aUybNq1JfbiaZpxFREREmiF3SzxH5t1M3pbNlOfm\nAlCem0Pels0cuXUOuVviW63vNWvWMG/ePKZMmcL48eP56aefMAyDgoICiouLWbp0KaNHj2bcuHEs\nWrSI7OzsevfIz89n6NChJCYmVh/74IMPuOGGGwAwDIODBw+SkpLC8OHDWbJkCSNGjGDDhg2cPHmS\nW265hUsvvZTrrruOv/zlL8yePRuA559/nqeffhqAJUuWsGLFCmbNmsWwYcOYMWNGdVC9fv16ZsyY\nYXtu5eX87W9/4/LLL2fEiBEsWLCgeszbtm3jxhtvZMyYMVx66aUsWrSIs2fPttqztUeBs4iIiEgz\npD6+ipITKXbPlZxIIfWJ1a3a//bt23n66afZuHEjwcHB1cc3bNjA4cOHiY+P54svvqCwsJDXX3+9\n3vXBwcHExsaycePG6mOffPIJ06dPr9c2Pz+f888/n2+//Zarr76au+++m4iICLZt28bDDz/M+vXr\nGxznhg0bePDBB9m2bRsXXHABTz75ZL0277zzDh999BGvvfYa3377LYGBgaxYsYLCwkIWLlzI3Llz\n2b59O59++ikJCQn861//auzjahYFziIiIiJNVJR0hILduxy2Kdi9s1VzngcNGsSAAQMICQmpddxi\nsXD06FHqfqcOAAAgAElEQVQ+/PBDsrOzWbt2LXfeeafde0yfPp3PPvsMgNOnT7Nnzx4mT55st+3U\nqVPx9/cnOzubXbt2ce+992KxWIiJieE3v/lNg+OcOHEiAwcOJCAggClTppCcnFyvzcaNG5k9ezb9\n+vXD39+f+++/n/nz52OxWPjwww+JjY0lLy+PU6dO0blzZ06ePOnkU2oZynEWERERaaLi5CTK83Id\ntinPzcV6NBlLn76tMobu3bvbPT5t2jTy8/NZv349K1euZMCAASxfvpzi4mLmzp1b3e6ll15i3Lhx\n5Ofnk5CQwK5duxg7dixdu3a1e99u3boBcOrUKYKCgggLC6s+FxUVxb59++xeV/N+vr6+VFRU1GuT\nkZFBRERErWuqrtu8eTOvvfYaYEsfOXv2rN17tCYFziIiIiJN5N+nL94hoQ6DZ+/QUCwX9Gm1MXh5\nedk9npyczJgxY5g1axbZ2dk8++yz3HvvvWzatMnugr9f/epXbNq0iV27djFnzpxz9hcZGUlhYSE5\nOTnVwXN6enqzvpcePXrUmkU+fvw4H330EWPHjuXZZ5/lvffeo0+fPgDcdNNNzeqrKZSqISIiItJE\nAX370Wn4CIdtOg0f2WqzzY7ExcVxzz33kJGRQVhYGJ06daJz584Ntp8+fToff/wxR44cYeLEiee8\nf48ePbjssst47LHHsFqtHDx4kPfff79ZY546dSrr1q3j2LFjWK1WnnnmGY4ePUp+fj7e3t4EBARQ\nVlbGRx99xK5duygtLW1Wf42lGWcRERGRZoj64zKOJB60u0DQ7/yeRC1e6oZR2WZkjx07xtSpUykq\nKiImJoZVq1Y12H7w4MGEhYVxxRVX4O/v71QfK1euZOnSpYwZM4YLL7yQMWPG2N25w1nXXXcdmZmZ\nzJkzh/z8fMaOHcvDDz9McHAw11xzDVOnTsXb25uYmBh+/etfN2l/6ebwcnVuSFPs3r27D5AUExOD\nxWJx93CcUlRUxIEDBxgyZAgBAQHuHk6HpNfAvfT83U+vgXvp+buXq59/7pZ4Up9YTcHunZX7OIfS\nafhIohYvdek+zq62bds2Ro4cia+vbS72scceIz09nSeeeMIj3wNWq5WEhASAvsOHD0+ue14zziIi\nIiLNFHrlBEKvnIA1Ocm2EPCCPm5Jz3C1hx9+mJtuuomZM2dy9OhRPvnkE+6++253D6vVKHAWERGn\nJGXmcSQrn35dg+kbHnLuC0Q6IEufvh0iYK7yxBNPsHz5ch5//HGCg4P57W9/y7XXXuvuYbUaBc4i\nIuLQ5sQ0VsUlsOt4BrlFpYQF+DGiVzhLY2OYEB3p7uGJiBsNGTKEd955x93DcBkFziIi0qDNiWnc\n/PY3pOT8XNY2p6iEuMR0zFM5vDpzLBMVPItIB6Ht6EREpEGr4hJqBc01peScZXVcgotHJCLiPgqc\nRUTEriOZeew6luGwzc7jGSRl5rloRCIi7qXAWURE7ErKyifX6ri4QG5RKclZBS4akYiIeylwFhER\nu/p2DSbU4ngpTGiAL326dnLRiERE3EuBs4iI2NUvPIQRvbs5bDOyVzdtTSciHYYCZxERadCy2Bh6\nhgXaPdczLJClsTEuHpGIiPsocBYRkQZNiI7k1ZljiY2OIDTAlrYRGuBLbHQE/5g5Vvs4i0iHon2c\nRUQ8lKsq+U2MjmRidCRJmXkkZxXQp2snpWeISIekwFlExMO4q5Jf3/AQBcwi0qEpcBYR8SCq5Cci\n4j7KcRYR8SBtsZJfUmYecYlpKoQiIu2eZpxFRDxEYyr5uSKlwl0pIyIi7qIZZxERD9GWKvlVpYxs\nTkwnt8g2pqqUkTlvf8PmxLRWH4OIiKspcBYR8RBtqZJfW0wZERFpbQqcRUQ8RFup5NeYlBERkfZE\ngbOIiAdpC5X82lLKiIiIKylwFhHxIBVAt+AAfLx+Pubj7cWw87u4rJJfW0oZERFxJQXOIiIeompB\n3r4T2ZRV/Hy8rLyC0/lFVDR8aYtqKykjIiKupsBZRMRDtKUFeW0hZURExNUUOIuIeIC2tiBvQnQk\nr84cS2x0BKEBtrSN0ABfYqMjXJYyIiLiaiqAIiLiARqzIK+1UySSMvM4kpVPv67B/Hv+L0nKzCM5\nq4A+XTspPUNE2jUFziIiHqBqQZ6j4Lm1F+SpUqCIdHRK1RAR8QAtsSAvKTOPuMS0JqVzqFKgiIhm\nnEVEPMay2BgOnsqxu0DQ0YK8LYdP8sTWg82aKXZmYeJEzTqLSDunwFlEpA2rmU9ctSBvdVwCOyuD\n4NAAX0b26tZgELwzvYBHdyVxIvfnoLdqptg8lcOrM8c2GPBW9e3r5eX0wkTlOItIe6bAWUSkDXKU\nT9yYBXmvHjhdK2iuqaGZ4rp9B/n5UFhS5nC8zi5MrPlBQEG2iHgaBc4iIm1MVT5xzdQIe7PE5wxS\ns/L5MbPIYZu6M8X2+j5X0FzlwU17Wc4ldme+tbBQRNoDLQ4UEWljWqrQSXJWAQWl5Q7bVM0UO9P3\nuXybnGF3oaAWFopIe6HAWUSkDWnJQid9unaik6/j/83X3MLOmb7PxV5g35YqHoqINIcCZxGRNqQx\nhU4c3qcyB/rCzhaH7S6ske7hTN/OqBnYt7WKhyIizaEcZxGRNqS5hU7q5hIH+IC/jxfFZRX12noB\ne09kM/zJjYzoFc6ckRees29n1Fwo2JYqHoqINJcCZxGRNqSq0MnmxPQG2zRU6MTewr6iMoAK/H28\n8PLywlpajhdQUfkHai887NcthH0nspv1PdQM7NtCxUMRkZaiVA0RkTZmWWwMPcMC7Z5zVOjEUS5x\ncVlFraDZnpScs3hV9tEcI3vZKhzGJabhBc2ueCgi0lZoxllEpI1pSqETZxf2NRQ0VzmcmcffZozm\ntZ2H2XH0NPnFzm1FV6V7JwuZhVYuffJf1dvO9QsPpnsnC6cLrPXaO/ogICLS1ihwFhFpgyZGRzIx\nOtLpQicttbAvt6iUqNCg6iIrN7z2NXtPZJ3zutAAXy4MD+H4mYJaqR45RSXsPZFNl0A/hp3fhcOZ\nedUfBGIiOjM9phd9ugY3epwqpCIi7qDAWUSkDesbHuJUYOhMLrEzauUnh4fw2NRLmVMnb7qmAF9v\nBvXozD1XDOLZb00yCorttss+WwJZBTw3YzRpeWf5cP9xEtKz+TY5g5VfJjhdDEWFVETEnRQ4i4i0\nA8lZ+fh4N3/ZSt1845ppI9uTT1NQp4pgUWk5e09k8T/vfGt3546ass8Wc8eH3+Hj7VUrwLZXFdEe\nZysqioi0Fi0OFBHxcFUBZfZZ+7O9zmoo33hidCT/nv9Lhp7fpcFrzxU0V8k+W9LgrPS5iqGokIqI\nuJsCZxERD9fUMtneXra/QwN8iY2O4B8zxzaY7nAkM48DaWeaM0ynNFQMRYVURKQtUKqGiIgHa2qZ\nbIuvNy//5hdEhgadc+EhtNziw3NpqBiKCqmISFugwFlExIM1JaC1+HizcvIlzBrez+lr+nYNxscL\nnMzIaLKGiqGokIqItAVK1RAR8WBVAaUzOvn5cFmf7mycO5G7rhwC2LZ1i0tMcy7Fwas5I3VOQ8VQ\nqioqNuVaEZGWohlnEREP5kyJ7jG9w1kx5dJaKRmN3dYtKSufsvJW+zYAx8VQkjLzuMaI5If0bNLz\nVEhFRNxDgbOIiIdbFhvDwVM5dhcInhfoy4O/jGFCdET1saZs69ZS+0Q3ZEhEGP83fWS9oL1ugN/J\nz4cugf5YS0spLCk/Z0VFEZGWpMBZRMTDNVSie/j5XbmhTyBX9DuvVntntnWrGzg7M7PdVN5esOF/\nJtRLs7AX4BeUlFFQUkZESAAPXzOYX1/UW+kZIuIyCpxFRNoBeyW6Izv5ceDAgVrtGrOtW92A1NHM\ndnNcHNXFbvDrKMBPzyti00+p3F2Zqy0i4gpaHCgi0o70DQ9hQnREg7OwjdnWra6qme3Y6AhCA2zz\nLoG+zfsxEhbgx2NTh9c7rn2bRaQt0oyziEgH0txt3WrObH+4/yhPfPUDZ+0s1nNWv/DgBhcjat9m\nEWlrNOMsItKBtNS2bn3DQ/jMTLO7w0VjHM7Msztr7Mw2e9q3WURcTYGziEgHsyw2hp5hgXbPObut\nW1MrFtaVW1TKR98fr3dc+zaLSFukwFlEpIOxl6scGuBLbHQE/5g51qlt3VqyBPfjWw6wOTGt3vGW\nCPBFRFqScpxFRDoge7twNGb21tfbi0Bfb86WNr8qSnpekd0t8BraZk/7NouIuyhwFhHpwPqGhzQq\nYK5ZkKQlguYqDW2B19wAX0SkJSlwFhHp4JIy8ziSlU+/rsEOg1J7BUlayrl2yGhsgC8i0hqaHTgb\nhjEMeBEYAiQC803T3G6nXQLQD6iaojhqmqZ2rhcRcZO65azDAvwY0Su8wTQIRwVJmks7ZIiIJ2hW\n4GwYRgDwCbASeBmYDXxsGEY/0zTza7QLBAYCEaZpNn8ZtoiINIu92eOcohLiEtMxT+Xw6syxtXKO\nj2TmsT3plFP3DvX3Ibe4rFHjuVAzyiLiAZq7q8YEoNw0zedN0ywxTfMV4CQwpU67i4B0Bc0iIm2D\no9njlJyzrI5LqHUsKSufQidzmnOLy/DRnk0i0g41N1VjIPBDnWNm5fGahgElhmFsA/oDe4E7TdP8\nsTGdWa1WKioqmjpWl7JarbX+FtfTa+Beev7u19BrkJSVf+5y1scy+Ck1szp9oqykpHGdN/J/1Ycz\n8mr11x7oPeBeev7u54mvQXFxscPzzQ2cOwGFdY4VAkF22u4E7sU2I/0A8KlhGINN03Q6YS4xMbGp\n43SbQ4cOuXsIHZ5eA/fS83e/uq/Bd2lOlLO2lrJlbwIjI4IB2HHkTKP6LKuAzhYfzlidS9mo2197\noveAe+n5u197eg2aGzgXAnV3pw8C8mseME3zRWwLCAEwDON+4HbgEmCbs51FR0fj7+/f5MG6ktVq\n5dChQ/Tv3x+LxeLu4XRIeg3cS8/f/Rp6DYIi8wn9NtVh8Bxq8eXKYTEkZ+fz2Jaf2JWS1ai+Qy2+\nPDHtUtbtSWbn8Szyix0H6lX9tbcZZ70H3EfP3/088TUoLi52OFHb3MD5R2BhnWMG8FatA4ZxK3DE\nNM0vKw/5AH5AUWM6s1gsHvPgq1gsFgICAtw9jA5Nr4F76fm7X93XYFBUACN6d2NzYnqD14zs3Y3U\ngmLmfbCzSTtpjOzdjTljDOaMMUjKzOP6f3zFvtRsh+0HRoU3uh9PoPeAe+n5u58nvQZeXl4Ozzd3\n+cZmwGIYxh2GYfgZhvE/QA/g8zrtooD/MwyjV+UOG08CPwH/bWb/IiLSBM6Us27q9nN1y2H3DQ/h\n8WnDVT5bRDxeswJn0zStwGRgJpAF3AFMM02zwDCMzwzDWFbZdCW2YPo74BRwITDdNM2WKzslIiJO\nqypnHRsdQWiA7ZePoQG+xEZH8I+ZY0nNLeSrww3PSFfx9gKfygmamtfX3Qf6XP2pfLaIeIJmF0Ax\nTXM/cJmd45Nr/LsEuLvyj4iItAENlbPenJjG3R/tosyJqY3XZo7lF326O1UOW+WzRcTTqeS2iEgH\nV7ec9aq4BDIKHW/JBLYZ41/06d7octgqny0inkpb1IuISLUjmXnn3OO5yshe3RQAi0iHosBZRESq\nJWWde49ngO6dLFrQJyIdjgJnERGp1rdrMKEWx1l8Pl7w1LUjtKBPRDocBc4iIlKtX3gII3p3c9jm\nyv4RzBzez0UjEhFpOxQ4i4hILc7s8dwcSZl5xCWmkZSZ16z7iIi4mnbVEBGRWqr2XF4dl8DO4xnk\nFpUSGuDLyF7dWBob0+QUjc2JaayKS2BX5T3DAvwY0Su8WfcUEXElBc4iIlJPS++5vDkxjZvf/qZW\nJcKcohLiEtMxT+Xw6syxTFTwLCJtnFI1RESkQX3DQ5gQHdHsbeccle9OyTnL6riEZt1fRMQVFDiL\niEircmZv6J3HM5TzLCJtngJnERFpVc7sDZ1bVEpyVoGLRiQi0jQKnEVEpFU5szd0aIAvfbp2ctGI\nRESaRoGziIi0Kmf2hlb5bhHxBAqcRUSk1bX23tAiIq6gwFlEROpp6SIlVXtDx0ZHEBpgS9sIDfAl\nNjqCf8wcq32cRcQjaB9nERGp1ppFSlp6b2gREVdT4CwiIoDjIiUH0s9w15WDue6i3s0OdvuGhyhg\nFhGPpFQNEREBHBcpSc8r4r5P9jD8yY1c/cIXxCemuXh0IiLup8BZREScKlICP89Az3n7GzYreBaR\nDkaBs4iIOFWkpCaVyRaRjkiBs4iIOFWkpC6VyRaRjkaBs4iIOFWkpC6VyRaRjkaBs4iIAI6LlNij\nMtki0tEocBYREcB+kRJHVCZbRDoa7eMsIiLVahYp+XD/UZ746gfS86z12qlMtoh0RJpxFhGRevqG\nh3D3hBje+N3lKpMtIlJJM84iItIglckWEfmZAmcRETknlckWEVGqhoiIiIiIUxQ4i4iIiIg4QYGz\niIiIiIgTFDiLiIiIiDhBgbOIiIiIiBMUOIuIiIiIOEGBs4iIiIiIExQ4i4iIiIg4QYGziIiIiIgT\nFDiLiIiIiDhBgbOIiIiIiBMUOIuIiIiIOEGBs4iIiIiIExQ4i4iIiIg4QYGziIiIiIgTFDiLiIiI\niDhBgbOIiIiIiBMUOIuIiIiIOEGBs4iIiIiIExQ4i4iIiIg4QYGziIiIiIgTFDiLiIiIiDhBgbOI\niIiIiBMUOIuIiIiIOEGBs4iIiIiIExQ4i4iIiIg4QYGziIiIiIgTFDiLiIiIiDhBgbOIiIiIiBMU\nOIuIiIiIOEGBs4iIiIiIExQ4i4iIiIg4wdfdAxARkdaVnFXAiYJs+nUNpm94iLuHIyLisRQ4i4i0\nU1sOn+ShuGQOnjlIrrWUsAA/RvQKZ2lsDBOiI909PBERj6NUDRGRdmhzYhq3vr+TXScLybWWApBT\nVEJcYjpz3v6GzYlpbh6hiIjnUeAsItIOrYpL4ETuWbvnUnLOsjouwcUjEhHxfAqcRUTamSOZeew6\nluGwzc7jGSRl5rloRCIi7YMCZxGRdiYpK786PaMhuUWlJGcVuGhEIiLtgwJnEZF2pm/XYEItjtd+\nhwb40qdrJxeNSESkfVDgLCLSzvQLD2FE724O24zs1U1b04mINJICZxGRdmhZbAznhwbaPdczLJCl\nsTEuHpGIiOdT4Cwi0g5NiI5k7fUjGRkRVJ22ERrgS2x0BP+YOVb7OIuINIEKoIiItFNXXtiDZyf2\noVNkH9IKSujTtZPSM0REmkGBs4hIO9enaycGRgW4exgiIh5PqRoiIiIiIk5Q4CwiIiIi4gQFziIi\nIiIiTlDgLCIiIiLiBAXOIiIiIiJOUOAsIiIiIuIEBc7SZCdOnOgQfYqIiLiSfta1XQqcpUlOnDjB\nmjVr7J5bv34969evt3tu9uzZzep3yZIlLXIfERGR5tDPuo5JBVDErjVr1pCSksKFF15Ibm4uPXv2\n5NChQxQUFHD55ZeTk5PDDz/8wA8//MD69evx8/Pj6NGj3HLLLU7d//nnnyczM5Pc3Fyuu+46Tpw4\nwZYtWxg4cCCmafLkk0/y+eefs3nzZoKDg9m3bx933303KSkpbNu2jby8PFasWEFycjKzZ8/miiuu\naOUnIiIi7cWXX35JfHw8ZWVljBkzhv379+Pt7U1OTg6LFy/mqaeeIjQ0lNDQUAIDA7nllltYsWKF\nftaJZpylYdOmTePWW2/lzJkzPProowQEBBAeHs7WrVu5/PLLGTx4MAMGDGDSpEmMHTuWqKgotm3b\nds77Hj58mC+//JKAgAC6du3K1q1bARg1ahQLFizA19eXkydP8t577/H444+zbNkyysrKGD9+PD17\n9uQXv/gFFRUVLFu2jD/96U98/vnnrf0oRESkHUlLS6O8vJzY2FhSUlI4ffo0AQEB+Pv7s3v3bgBm\nzZrFwoUL2bdvH/n5+fpZJ4ACZ3GgvLwcgLKyMoKCgli8eDELFixg5MiReHl5AXDq1CleeOEFfH19\nGTx4MBUVFee8b0VFBVFRUSxevJibb76ZSy65BICgoCAA/Pz8KC8vp7S0FAAvL6/q/qqEhobi7e2N\nr69v9ThFREScMWzYMObPn8+ZM2dYs2YNo0aNYvHixcyYMYN+/foBP/8MtFqt5OTk6GedAErVEAfe\nfvtttmzZQo8ePZg3bx733XcfxcXFTJ8+nbCwMI4cOcJ///tfKioq2LJlC1lZWQQHB3P++ec7vG//\n/v3p2bMnDz74IGfOnGHu3Lnk5ubWa3fddddx//3306lTp+r/mVRUVPDZZ5+1yvcrIiIdQ0pKCp9+\n+ikREREsWrSInTt3cuzYMU6ePMkjjzwCwIsvvojFYmH8+PEEBgbqZ50A4OXMpyZ32717dx8gKSYm\nBovF4u7hOKWoqIgDBw4wZMgQAgIC3D2cRqv6BD569Gi3jeEf//hH9a/TDMPg+uuvb9T1nv4aeDo9\nf/fTa+Beev7u1Zznv2TJEhYuXEjPnj1baXQ/a+7PurbME98DVquVhIQEgL7Dhw9PrnteM85i1x13\n3NGs6/Py8njjjTdqHYuKimL69OlO32POnDlN6rukpITvv/+elJQUcnJy6N69O717927SvURExPPk\n5uayc+dOjh49Sn5+PiNGjKBTp05OX7969Wqn2rnzZ524R7MDZ8MwhgEvAkOARGC+aZrb7bT7X+CP\nQAjwMTDPNM2C5vYvbVNISAgLFixweb8//vgj7733HoWFhdXHqj7t/va3v8Xf39/lYxIREdeoqKhg\n06ZNbN26tTon+ODBg3zxxRdcffXVjB8/vkX7c9fPOnGfZi0ONAwjAPgEeBXoDDwDfGwYRnCddv8P\nW9A8AegFdAUea07fInUdP36cdevW1Qqaqxw4cIB33nnHDaMSERFXiY+P56uvvqq3kK60tJRPP/2U\nnTt3umlk0l40d1eNCUC5aZrPm6ZZYprmK8BJYEqddrOBv5umedA0zRzgAWC2YRg+zexfpNqWLVso\nKytr8PyBAwdIT0934YhE2hZrchK58XFYk5PcPRSRFldcXMzXX3/tsE18fLx2p5BmaW6qxkDghzrH\nzMrjddt9WKdNMHA+cMzZzqxWq1NbwLQFVqu11t/SusrKyvjxxx/P2W7v3r1MmDDBBSMSvQdaR741\nm3xrNsGWLgRbujhsW/Xss+K+4Myz/8fZfXsoz83FOzSUwEsu5by7/wgjhzp9P2kcvQdcyzRNioqK\nHLbJysoiKSnpnDtiSMvwxPdAcXGxw/PNDZw7AXV/L14IBJ2jXdW/67ZzKDExsVGDawsOHTrk7iF0\nCCUlJU7NIqSlpXHgwAEXjEiq6D3QNMXlBVgr8rF4BePv3Yn8spOcKv2Js+VZlFOKN34EenfhPN9B\nBPuc1+B9yvfs5MSjy+H0qZ+P5eZS8PUWEn/YS8riKRRccr7T95PG03vANY4dc24e7uDBg5w5c6aV\nRyM1taf3QHMD50IgsM6xICD/HO2qAua67RyKjo72mMVdVquVQ4cO0b9/f4/ZQs/TxcfHk5OT47DN\noEGDGDJkiItG1LHpPdA0J3OPcCBtK1kFqZSWW/HzthBs6UJBWQ7F5Wer25VTQkH5KdIrzjKm16/p\nEdqv3r2sVisH77q9VtBck29GDuHvfEPBJb9x6n7SOHoPuFa3bt3YsWOHwzbe3t6MGDGCkJAQF42q\nY/PE90BxcbHDidrmBs4/AgvrHDOAt+y0M+q0OQOkNqYzi8XiMQ++isVi8Zi9Cz3dmDFjHJYkDQwM\nZMSIEfj5+blwVKL3gPNSzxxiR/IGCot//gBYUm4l+2zDuflnS/JISPsKPz9/QgK7EhLQFWtyEtnm\nf8ktzqHipx/wavBqCDLT8Us/Q0lE5+r7/XTqWy44b3BLfVsdnt4DrnHBBRdwwQUXcPTo0QbbDB48\nmO7du7twVAKe9R6oW72xruYGzpsBi2EYdwAvYFsE2AOoG72sA14wDOMD4DiwHHjLNE1l6EuLGTdu\nHKZpkpycXO+cj48P119/vYJmadO+Px5fK2h21um8o/z7wMuE7k/lvHd24vvTcXwKiijz98GnuOEF\nswA+hcX4pedWB84AGXnHySvKIiSga6PHIuJOM2bMYO3atRQU1N/ttnPnzkydOtUNo5L2pFm7apim\naQUmAzOBLOAOYJppmgWGYXxmGMayynafAH8BNmJbDHgG2/Z0Ii3Gz8+PW265hUmTJhEWFgbYPjkO\nHDiQefPmKUVD2rS8okxO56U0+fqgfUfp8dePsexOxKfAtkDqXEEzQFmQPyURobWOlZRZySvKavJY\nRNylR48eLFiwgFGjRlVPlAQEBDB27Fhuv/326p8NIk3V7AIopmnuBy6zc3xyna+fwbbPs0ir8fPz\nY8KECVx55ZXk5ORw8OBBhg4d6jG/IpKOK+9sNqXlTV953v2fO/DPaNSyEQAKjYhas80Afj4WzTaL\nxwoPD2fGjBlMmjSJ/fv3c/HFFxMU1Ki9CEQa1Nx9nEXaJC8vLwICAvDx0Vbh4hkKS3KbfK1f2hkC\nDzZ+j/LibsFk/HZMvePdQnopcBaP5+Pjg7+/P97eCnWk5TR7xllERJrv8MndTb7WL/0MPoWO9x4F\nKLP44mMtpSzIn0IjgozfjqHwkt612vj7BDG055VNHouISHumwFlExM2am99cEtGZsiB/h8FzWZA/\nRx/+NV5lFZREhNZLzwDwwpvRF04lsnP/Jo9FRKQ9U+AsIuJmzc1vLonszNkBEQTva7gARKERwdmL\nejm8T0Tnflx43rAmj0NEpL1T4o+IiJuFBHbB17t5e9TnjehLuZ/9/6U3lMtcU4BfiFI0RETOQYGz\niIibhQSE0z2kZ5OvD9p3lPCPduNdUn9r/Aqgwv/cv1yMOX+cUjRERM5BgbOISCvLK8oiNfuQ3b2R\nq8717zESb6+m7QLjaCs6L8CSeobzH/+UoH32K6r5+Vi4oNtFTepbRKQjUY6ziEgrST1ziO+Px5OR\nn1FFQ8sAAB35SURBVEJJmRU/HwvdgnsxtNeVVECtc95evpRXnLtgSV3ObkXnn5FPt3d2cOySC+qd\n0/ZzIiLOUeAsItIKUs8c4j8H36tVQrukzEpaziGyCtKgAqxlP5cFLq8obfBefuln8Es7Q0lk5/rF\nSpzcig4gyEzHL/1MrXsE+Ycpt1lExEkKnEVEWsH3x+NrBc01WUsL7B6vK2jfUbr/cweBB9PxKSym\nLMifswMiOH3jGEoiQvFLOwM+3ufciq6KT2Exfum51YGzt5cPg6PGKrdZRMRJCpxFRFpYc/dlBlvQ\nfP7jn9XKXfYpLCZ43zGCDpygwht8rGWUBflDRYVT9ywL8qckIrT66/KKMk6cOUhMz/HNGquISEeh\nxYEiIi2sufsyg+MFf94lZfhYbfnQPoXF+JwtceqehUZEvVSPjLzjdhctiohIfQqcRURaWHP3ZXZ2\nwV9jNLSXc0mZVYGziIiTFDiLiLSw5u7LHPLNQacX/J1LBVAwOIoTi6dQeEnveuf9fCzaUUNExEnK\ncRYRaQVDe00g52yG3QWCFt9OWEsLsYW1tXfN8EvPodsHu1tsHF7AqZvG2Q2aQVvRiYg0hgJnEZFW\nENm5P+MG3MCupE/JLkijojJI9sKbTpYwLgiPIeXz9+n+z221ds2o8PbCN795+dE11V0QWJO2ohMR\naRwFziIiraiopKA6aAaooJy8wz/g9+0mer2/Dd+svOpzLZWeUZNXUQkh/zlE1vUjqo/5elvoHtqL\noT2v1FZ0IiKNoMBZRP7/9u4/uO6qzv/4M03TpGlTQltpG/oTQ09BrXZbfjjSpR0YFIdlgEHXnYUR\nB7/gIv4Yt3wVWHWFseAsrqMwivqVdUZ2cWBkUXSVVWi17UKBLj8qyGljW2ibAi0lP5o0NyHJ94+b\nhDS9SU+a5F6TPB8znTSfz7mfz7vnJOkrn3s+56MR0nct577rMufDhI5OZv3o90AHBy8/E4Czqy+h\n+qRleTm/JI0l3hwoSSOg71rO3esyT332lbyF5m4TOjuZ+dMngezNgLOmHf3YbUnSsRmcJWkE9F3L\neaB1mfNh4qEWJm/d7c2AkjQEBmdJGgG913IeiXWZB6sImP77Gk7vqKZh3aNkdu0saD2SNBo5x1mS\nRkBF2QymTZ7BwaZaSl6ty/v0jFwq1/2J1/9wGa82NDBh2glM+avlVN1wE9POXVXo0iRpVPCKsySN\ngNq6Gpoy2RsD22ZX0l4+qcAVAU3NdDQ0ANDRUE/j+sfYcc1VNKxfV+DCJGl0MDhL0gjYunsdmbea\nAGibU8nhxbMLXFFubXv3UPvN2wtdhiSNCgZnSRpmfVfUANj/sbNpnTm1QBUNrGnLU855lqQEBmdJ\nGmZ9V9QAaH7ffPauuZDGZfN7pm20Ty6hY0JRIUo8QkdDA5mXdxW6DEn6i+fNgZJ0nBpbDtJ4+CAV\nk6cfscRb94oaR4fnBbzyvgWUvFpH2evNvDWrkpO+9UumPvtKvks/woRp0yhdsLCgNUjSaGBwlqRB\nqq2rYevudRw4tIe29gwlxaXMnDqPpfOyj7CuKJvBOyrmsq/+zzlf3za7kplLVpBpa2L/x85m0p6D\nBV3jecryMyhduKhg55ek0cKpGpI0CLV1NWzc9gD76v9MW3v2inJbe4Z99TVs2PYAtXU1ACydt5ry\nSSfkPEb5pBM4uXIxh1rqck7h6MzPPwWAkpPnUrXmxjyeUZJGL684S9IgbN29jubW+pz7mlvr2bpn\nPVWV1cyprOacxR9h6571HGjc/faV6Yp5LJ27iud3r6O1/XD2db2mcJS82sDs7z3K5JffGJl/QFER\ndHYyYdo0piw/g6o1N7qOsyQlMjhLUqJcq2X0daBxN40tB6kom05VZTVVldXZudBd2ya9Ws+bm5/l\n8NOPMP31Nzi8pIrD75kHZKdwtM2upHNi8bDX3h2UZ15xFZNmz6Z0wUKnZ0jSIBmcJSlRrtUy+mpr\nz/SE5G4VZdPpfOI59t5xHY2Pb4JMhiqyj8HuBNqnlrL/Y+/n4OUrKNlXR+m+umGruXPyZOZ96y6m\nn/PXBmVJGiKDsyQl6m+1jN5KikuPCM0ADevXsePaT9C29+2r1UW9Pk48lGHWj34PdNDyzpOG9fHc\nzUtm0XrBGZSeZGiWpKHy5kBJStS9WsZAZlbMOyo4195x2xGhOZcJnZ3M/OmTtM2uHLa1nTuKimhY\nvoAX920YluNJ0nhncJakQTjWahnVJy2n9s0aGlsOAtCycwdNW55OOvbEQy1MjrUM1yNRJnR2MnXL\nTt5oqu2pR5J0/JyqIUmD0N9qGRVlMwB44s8PHbG28+JdpXQ0NiQduwiY+adGijrSF6TrhAGDdnl8\nlaLa12g8/eBRV8IlSYNjcJakQeq7Wsbh1ka27PrNEcvUda/t3NTezvypU+k8lPaAk9MvuZaXH3tu\nUGF7IMXNrZS9ftjQLEnDwKkaknScupecq3nt6X7Xdm6YWUxmyclJxys+8URmfuRjTFm+Iqn9xFmz\nYfLkAdu0l09i6qLFBmdJGgYGZ0kagpS1nV/72xUUV1UNfKAJE5hzw80AVN1wEyUnD3wTIsXFTJo9\nh8mLw4DNWsLJLFl+2cDHkiQlMThL0hCkrO3c8J45VP7rWipWnwelpUc3mFLO9M99ljmf/TwA085d\nxSnf/zcqVp/HhGnTsm2K+kzKaG+n+blnaN27l+IZM3Oet/0dlUy44pPMmuZSdJI0HAzOkjQE3Ws7\nD6SkuJR3nP9hljz8CEu3/JHwq98y5bP/wFsnv4P20hJoamb/D77HplXvZuev7gVg2qrVLHn4Ed79\nP1sof+/7oDP3DYPtB/ZTOm/eESG7qGIq5ef+NdU//HemrDh/eP/BkjSOeXOgJA1B99rO++r/3G+b\n3ms7ly5cxN4/bqL+vn9n4v63bwAsbspQ/PRLvHr9Z+nshFMuugKAzs5OWnbsGLCGlh1/5t3/cz8A\nmZd39TxOu6WlBV54Yaj/RElSF684S9IQHWtt56VzVx2xbd8dtx0RmnubuL+Bfd+8vefz1l07j7nC\nRkdDQzYwL1zEtHNX+2htSRohBmdJ6iWzaycN6x4ls2tn8mu613aeU1lNSXF22kZJcSlzKqtZ2bW9\n2xsvbaH4xV0DHq94aw1vxGcAmLRwERMqpg3YvqhiKm2zK5PrlSQdH6dqSBLQsH4dtXfcRtP/Pk1H\nQwMTpp3AlL9aTtUNNzHt3FXHfH3ftZ0ryqbnXALu4KbfU9w88M2ExS1vsf+hB5jxxWWULTqFKctX\n0Lj+sf5rr57Obw4+xMytW1g6b9URQV2SNHy84ixp3GtYv44d136CxvWP0dGQnRbR0VBP4/rH2HHN\nVTSsX5d8rO61nfuG5ob163jpoguov/lrScdpe+Ttcw60PF3rzKkc+Nuzex64smHbA9TW1STXK0lK\nZ3CWNO7V3nEbbXtzr8XctncPtb3mHB+P3sG881BT0mtaX4o900VyLU/XXj6JxmXz2bvmwzS/b37P\n65pb69m6Z/2Q6pUk5eZUDUnjWsvOHTRteXrANk1bniKza+dx33Q3UDDvT+8b/iC7PN20Vat5I/4v\n6x/9Ni0nTe53XvOBxt00thykhPLjqleSlJtXnCWNa4NZteJ4pATzXCZMm0bpgoVHbc+cNI3GpXMG\nvBmwrT1DY8vBQZ9TkjQwg7OkcS1l1Yr+QmyKlGCey5TlZ+S8wp36wJVcNyZKkobG4CxpXOtetWIg\n/YXYFCnBvK+Sk+dStebGnPu6H7gykN4PXJEkDR+Ds6Rxb6BVKwYKsSlSgjnFxUD2ynbF6vM45Qc/\nHnAJvME+cEWSNDy8OVDSuNe9akXtN2+nactTXes4T2PK8jOoWnNj0jrOA6m64SZ2bN+W8wbBkpPn\nMveW25g0e3bPo7KPpfuBK1v3rOdA427a2jOUFJcys2IeS+e6jrMkjRSDsyTx9qoVmV07s6tZJIbY\npGOPQDBPfeCKJGn4GJwlqZfShYuGLTD3NlLB3MAsSfljcJakPBqpYC5JGnneHChJkiQlMDhLkiRJ\nCQzOkiRJUgKDsyRJkpTA4CxJkiQlMDhLkiRJCQzOkpSgseUgtW/W0NhysNClSJIKxHWcJWkAtXU1\nbN29jgOH9rz9aOup81g6z0dbS9J4Y3CWpH7U1tWwcdsDNLfW92xra8+wr76G+sP7OWfxR6gyPEvS\nuOFUDUnqx9bd644Izb01t9azdc/6/BYkSSoog7Mk5dDY8gb7G/cM2OZA427nPEvSOGJwlqQcGg+/\nyVsdmQHbtLVnDM6SNI4YnCUph4rJJzJxQumAbUqKS6kom56niiRJhWZwlqQcKspm8I6KuQO2mVkx\nz+AsSeOIwVmS+rF03mrKJ52Qc1/5pBNYOndVfguSJBWUwVmS+jGnsppzFn+EOZXVlBRnp22UFJcy\np7KalV3bJUnjh+s4S9IAqiqrqaqsprHlII0tB6kom+70DEkapwzOkpTAwCxJcqqGJEmSlMDgLEmS\nJCUwOEuSJEkJDM6SJElSAoOzJEmSlMDgLEmSJCUwOEuSJEkJDM6SJElSAoOzJEmSlMDgLEmSJCUw\nOEuSJEkJDM6SJElSAoOzJEmSlGDiUA8QQvg8cANQAfwCuDbG2JSj3QpgM3C41+a1Mca1Q61BkiRJ\nGmlDCs4hhIvIhubVwGvAfcC/ANflaL4M+HWM8aKhnFOSJEkqhKFO1bgS+FGMcVuMsR74MnBlCKE4\nR9tlwLNDPJ8kSZJUEMe84hxCmAhMzbGrA1gC/GevbbGr7cnAK33aLwNaQgg7gWLgfuDmGGMmtdhM\nJkNnZ2dq84LKZDJHfFT+OQaFZf8XnmNQWPZ/Ydn/hTcax6C1tXXA/SlTNVYBv82x/WXgLaC517bu\nv5fnaL8fWA98H5gFPAB8DfhSQg0AbN++PbXpX4yamppClzDuOQaFZf8XnmNQWPZ/Ydn/hTeWxuCY\nwTnG+DugKNe+EMLzwORem7oD86Ecx7m416c7QghrgbUMIjifeuqpTJo0KbV5QWUyGWpqaqiurqa0\ntLTQ5YxLjkFh2f+F5xgUlv1fWPZ/4Y3GMWhtbR3wQu1QV9X4ExB6fR6AOqC2d6MQwonAzcDXYoyN\nXZvLgJbBnKy0tHTUdHy30tJSysrKCl3GuOYYFJb9X3iOQWHZ/4Vl/xfeaBqDoqKc14p7DDU43wvc\nHUL4GbAbuAX4jxhjR5929cClQFEI4UvAArJB+gdDPL8kSZKUF0NaVSPG+DDwDeBXZG8GrCO7PB0h\nhPkhhEMhhPldQfpvgPcCB4CNZOc4f3so55ckSZLyZcgPQIkxfgf4To7tr9BrNY4Y44vA+UM9nyRJ\nklQIPnJbkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQp\ngcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZ\nkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJ\nSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBw\nliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJ\nkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIY\nnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJ\nkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQE\nBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJ\nkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQpgcFZkiRJSmBwliRJkhIYnCVJkqQEBmdJkiQp\ngcFZkiRJSjCx0AVIkobXq6++ylNPPcWBAwfIZDKUl5dz2mmnFbosSRr1hi04hxC+DbTFGNf0s78U\n+C5wKdAGfCfG+PXhOr8kCR5++GE2bdp0xLZdu3axePFirrjiCiZNmlSgyiRp9BvyVI0QwowQwo+B\nzx6j6deBBcAi4BzgkyGEjw71/JKkrE2bNh0Vmrtt27aNhx56KM8VSdLYMhxznDcCbwE/O0a7K4G1\nMcb6GON24C7gqmE4vySNex0dHWzYsGHANs8++ywNDQ15qkiSxp5jTtUIIUwEpubY1RFjbADOizHW\ndl117u8YJwInAS/22hyBTw+m2EwmQ2dn52BeUjCZTOaIj8o/x6Cw7P/8eu2116irqxuwTUdHBy+8\n8ALLli3LU1Xjm98DhWX/F95oHIPW1tYB96fMcV4F/DbH9peBhTHG2oRjTOn62NxrWzNQnvDaHtu3\nbx9M878INTU1hS5h3HMMCsv+z48333wzqd2ePXuc55xnfg8Ulv1feGNpDI4ZnGOMvwOKhnie7sA8\nGeh+n7AcODSYg5x66qmj5gd+JpOhpqaG6upqSktLC13OuOQYFJb9n1+tra1s3LiRlpaWAdudeeaZ\nzJo1K09VjW9+DxSW/V94o3EMWltbB7xQm5fl6GKMB0MIrwMBeK1rc+DIqRvHVFpaOmo6vltpaSll\nZWWFLmNccwwKy/7Pj7KyMlasWMHGjRv7bbNo0SIWLFiQx6oEfg8Umv1feKNpDIqKBr5WnM8HoNwL\n/HMIYXoI4VTgeuAneTy/JI1pF1xwAYsWLcq5b/r06Xz0oy5kJElDMaLBOYRwKISwsuvTfwK2AS+R\nXYnjhzHGB0by/JKUL3v37h3xc3R0dLBv375+90+aNImrr76ayy67jHnz5lFeXk5FRQXnnXce119/\nPSeeeOKI1yhJY9mwTdWIMV6VY9vUXn8/DHyq648kjRl79+7lzjvv5Pbbbz9q34MPPgjAZZddlny8\nW2+9lS9/+cs9n2/evJknn3ySs846i82bN3PppZdy11135TzfxIkTOfPMMznzzDNpaWnhhRde4F3v\neteoeZtUkv6S+chtSTqGO++8kz179vDOd76ThoYG5s6dS01NDU1NTaxcuZL6+npefPFFXnzxRR58\n8EFKSkp4+eWXufrqq/s9ZoyRBx98kBtvvJHzzz+f7373u+zfv5/t27ezbds2AL7xjW/Q0tLCgQMH\nWLx4MX/4wx945plnuOSSS3j++ee55ZZb2LlzJ2vXrmXOnDn56g5JGrfyOcdZkkatiy++mGuuuYa6\nujrWrl1LWVkZM2bMYMOGDaxcuZLTTz+dxYsX88EPfpAPfOADVFVV8fjjj/d7vBACu3btYvv27YQQ\n2LBhA48++igXXnghkH1MdnNzM1/96le5/PLLAVi5ciVnn302RUVFzJ8/n6985StceOGFbN68OS99\nIEnjncFZkhJ0dHQA0N7eTnl5OWvWrOG6667jjDPO6LkL+/XXX+fuu+9m4sSJnH766cd8YNNpp53G\nPffcw/XXX88zzzzDm2++2bNU3IQJE3peX1xcDBx5t3dlZSWQnZrRXZskaWQZnCUpwX333cett97K\nrFmzuPbaa/niF7/IzTffzIwZMzjhhBPYsWMHzz33HJ2dnaxfv54nnnjimA8l+dCHPsQTTzzBaaed\nRklJCStWrOjZN3/+fCorK7n11lt75knPnj2bTZs2cejQoJbAlyQNE+c4S1KCj3/845x11ln97r//\n/vsBeqZapFiyZAnr1q0D4Fvf+lbP9p/8JLtS5xe+8IWjXvPTn/4UoOfGwMHcdChJGhqDsyQdw2c+\n85khvb6xsbEnDHerqqrikksuGdJxJUn5ZXCWpBFWUVHBddddV+gyJElD5BxnSZIkKYHBWZIkSUpg\ncJYkSZISGJwlSZKkBAZnSZIkKYHBWZIkSUpgcJYkSZISGJwlSZKkBAZnSZIkKYHBWZIkSUpgcJYk\nSZISTCx0AYmKAVpbWwtdR7LuWltbWykqKipwNeOTY1BY9n/hOQaFZf8Xlv1feKNxDHplzeJc+4s6\nOzvzV81x2rJlyznAhkLXIUmSpHFh5fLlyzf23Tharjg/BawE9gHtBa5FkiRJY1MxMIds9jzKqLji\nLEmSJBWaNwdKkiRJCQzOkiRJUgKDsyRJkpTA4CxJkiQlMDhLkiRJCQzOkiRJUoLRso7zqBJC+DbQ\nFmNc08/+mcB+oKnX5ntjjJ/KR33jQcIYlALfBS4F2oDvxBi/nscSx6QQwueBG4AK4BfAtTHGphzt\nVgCbgcO9Nq+NMa7NS6FjSAhhGfB94F3AduBTMcYncrRLGhsN3iDG4I/AKUBH16aXY4zvyluhY1wI\n4UzgoRhjVT/7/w74OjALWAdcHWN8LY8ljmkJ/f9L4Dx6PY8jxjg1T+UNG4PzMAohzAC+CXy862N/\nlgEvxBjfnZfCxpFBjMHXgQXAIuAk4L9DCNtjjPePfJVjUwjhIrLBbDXwGnAf8C/AdTmaLwN+HWO8\nKH8Vjj0hhDLgYbJfz/8PuBL4RQjhlBjjoV7tBjM2GoRBjMFkYAkwO8Z4oCDFjlEhhCLgE8C/Am/1\n02YpcDdwAfA8cCfwb8CH81TmmJXS/12WAStjjE/npbAR4lSN4bWR7BfNz47Rbhnw7MiXMy6ljsGV\nZK9w1scYtwN3AVeNcG1j3ZXAj2KM22KM9cCXgStDCMU52vo9MDxWAx0xxu/FGNtijPeQDcZ9w8Bg\nxkaDkzoG7wFeNTSPiJuAz5H95aU/fw/8PMa4OcZ4GPgi8KEQwqx8FDjGHbP/Qwgnkb1I9cd8FTVS\nvOI8CCGEiUCutxU6YowNwHkxxtoQwo+PcahlwKIQwkvACcB/Af8YY6wb1oLHoOEYgxDCiWS/gV/s\ntTkCnx7OWseigfqf7NW0/+y1LXa1PRl4pU/7ZUBLCGEn2ceb3g/cHGPMDHvRY9sSjvw6hmy/L8nR\nLnVsNDipY7AMaAshPA5UA88An4sx/mnkSxzz7gHWAucO0GYJ8Hj3JzHGN0IIB4FA9hcdHb+U/l8G\nNAK/DCG8F9gGrIkxPj7Aa/4iecV5cFYBb+b48zxAjLE28Tj1ZOdXvR94H9n/vO4e5lrHqlUMfQym\ndH1s7rWtGSgftirHrlX03/9TOLpPIXe/7if79va7u465GvjaSBQ8xvXtc8j9tTyYsdHgpI4BwFPA\n3wHzgaeB/+qawqEhiDHuizF2HqPZYMZJg5DY/2Vkf3H5HDAXuBf4dQhh9kjXN9y84jwIMcbfAUXD\ncJwjbgIMIdwMbAghTIgxdvTzMjFsY9D9w3My0ND193LgUO7m6jZQ/4cQnifbp926/0M6ql9jjBf3\n+nRHCGEt2SsWXxqmUseLZo7sc8j9tdy3Xb9jo0FLGoMY4/fJ3kAI9Pzc/zTZiyej7qrbKJT6vaIR\nEGP8OfDzXpu+F0K4juxFk/sKU9Xx8YpznoUQJoQQbgshLOy1uQxoNTTnR4zxIPA62bfougWOfrtV\ng/Mnju7TOuCIdwFCCCeGEO4IIVT02lwGtIx8iWNO3z6H3F/LSWOj45I0BiGEa0II5/faVAyU4Nd9\nvhwxTl2rW03v2q4RFkK4PITw0T6bR+XPfa8451mMsSOE8H5gYQjhk2SXhroN+HFBCxt/7gX+OYRw\nOTADuB74v4UtadS7F7g7hPAzYDdwC/AfOX4hrCe7DGBRCOFLZFc3uRn4QT6LHSMeA0pDCJ8hO93r\nSrJLbT3Sp13q2GjwUsegCvhcCOFDwAHgG8BLwHN5rHU8uw/4fQjhHrLTZG4ju7LPG4Uta9yYCtze\ntSTjduDzZN8B+O+CVnUcvOKcJyGEQyGElV2f/j3Z37R2Ay8AW8ne4asR1GcM/onszQkvkV2J44cx\nxgcKVtwYEGN8mGwY+BXZG87qyC6BRghhflf/z+8Ka38DvJdsgNgIPAB8uyCFj2JdN1NeSHbe7EHg\nM8DFMcamEMKvQwg3dbXrd2w0NKljQHbFgUeAJ8m+4/VO4BJ/eRk5IYS7Qwh3A8QYnwX+D9kb2V4n\n+4vMJwpY3pjXp/9/TPZn/G/I/vy5GLhwNK4lX9TZeaz53JIkSZK84ixJkiQlMDhLkiRJCQzOkiRJ\nUgKDsyRJkpTA4CxJkiQlMDhLkiRJCQzOkiRJUgKDsyRJkpTA4CxJkiQl+P/3yDET8A4RuAAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ff8ea20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = RadViz(classes=classes, features=features)\n",
    "visualizer.fit(X, y)      # Fit the data to the visualizer\n",
    "visualizer.transform(X)   # Transform the data\n",
    "visualizer.show()         # Draw/show/show the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Setosas tend to have the largest septal-width. This can could be a great predictor.\n",
    "\n",
    "Then, let's remove setosa from the training set and see fi we can find any differentiation between veriscolor and virginica."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove Setosa from the training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Specify the features of interest and the classes of the target\n",
    "iris_subset = iris[iris.species_num!=0]\n",
    "features = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width']\n",
    "classes = ['Iris-setosa','Iris-versicolor', 'Iris-virginica'] # but have to leave in more than two classes \n",
    "\n",
    "# Extract the numpy arrays from the data frame\n",
    "X = iris_subset[features].as_matrix()\n",
    "y = iris_subset.species_num.as_matrix()\n",
    "assert y.shape[0] == X.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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p7E1PJst67Mc6zlHdGdStZes4n0/88T1gt9vZt28fQO+hQ4emVd+vGWcRERGR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\nzXWbobk5qe3k006n+uSP07D80YKvtlFWU8PcBx4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u3MmiRYuor6/nhRde4IUXXuChhx5i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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ff6a6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = RadViz(classes=classes, features=features)\n",
    "visualizer.fit(X, y)      # Fit the data to the visualizer\n",
    "visualizer.transform(X)   # Transform the data\n",
    "visualizer.show()         # Draw/show/show the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Try the Covariance Visualizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kg5IkaVq5Atg4Ig6nDFktAGZTEie/FREHA38LvDozf9q1jUHglIi4EbgKOAB4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\naoX/D5mwZo2l/x1mAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1104c6c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Specify the features of interest and the classes of the target\n",
    "\n",
    "features = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width']\n",
    "classes = ['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']\n",
    "\n",
    "# Extract the numpy arrays from the data frame\n",
    "X = iris[features].as_matrix()\n",
    "y = iris.species_num.as_matrix()\n",
    "\n",
    "visualizer = Rank2D(features=features, algorithm='covariance')\n",
    "\n",
    "visualizer.fit(X, y)      # Fit the data to the visualizer\n",
    "visualizer.transform(X)   # Transform the data\n",
    "visualizer.show()         # Draw/show/show the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This covariance chart is not intereptatble as they don't have labels. Also there shouldn't be half numbers in labels.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## More Feature Exploration: Look at Parallel Coodinates for all Species"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "features = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width']\n",
    "classes = ['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']\n",
    "\n",
    "# Extract the numpy arrays from the data frame\n",
    "X = iris[features].as_matrix()\n",
    "y = iris.species_num.values\n",
    "assert y.shape[0] == X.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Q18Z/mm1yhM7CAo9ZP1JsaAAAMTu2Edy2JWn37r2Q/gshhBBCvAjdu3encuXK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wGLvydYrQ6Wkf80TCFeZE/vS9vbBlI6eiLaI0nX1I/LTTdTfSEJsbIGq04NbRNQHT3b5LmuN7aj\n5vQpsFpxv+se9AmJFK1d3eS5oTNeJ2zq9GsaE8gVGVOeGkjFD3sB8H3sCaJXfEDW9CkUvL8CAM8H\nuhK/aauDdZkT/3dwRuSduBrYamvJnjuLvKWLZfcWQSBozHjCZr5xVQnzktVK9rzZ5C6YqxBaTWgY\nPn36U7BquR3J1RHz/lr8Hh141WOr+OUnUp4ZhLWwwOG4ytub0GkzCRzxPKJWS/XxY1wc+gyGpKbn\nSkSRoLEvEj5jVl3hqDnkLVnkkC+lCQklZtVqvB54kOq//uT8gL6Yc3MculEHhxA0ehy5b81zKBqF\nKBL4/BiiFiySn1UQOJYQgTmn4Xqvh3tgLiqi5sjvDZd5eZP4+Veoff049/ADWOqfU1TVFfwrQ9Dr\n8R3wOMUb1zlKKC8xbfDu0QvPBx4kY+JYQLbyTPzqO0Q3NzJeGk/BByuB5iPz2fNmyz78gDowqNFi\nyHfgIGI//NjhOlPdYsh4IQXRxYXEbd8qNUmccOI/jeshIq+aNWvW//UYrhq5ubnewAT/4ABajZxC\nmjUd4fAp1JUGfPae5qaQalo95Mlo/aPExtqIOH0eAVCZLbh9sZFth45wKOwm7rn3Hqp7Pk5FWQo+\nKWkIIPfx3UmKe7en+PHb0GUWo8spkxcDAogmK+qKWqo6xKDNK0dVbUQwWbCE+KKqrL3suC/F1Uhx\nJEBdZcTr+1Nkijl4zpiMrawM8czFRuddqS9LXh66oBAsagmxqhYKSzDfnIAqt3EFWHN+PtrwCKwV\n5Zgy0tG3aIkuJhZDcuNFROXPPyK6uuJxe6crjKBpiDodvo/KXs21J09Qe/ok1Yd/I3LJSkStlsoD\nP2NMvUjFLz/i07sfol3JcSf+b/D6669zPc0ZTvznUfnrQc737ynL5CQJfWJLEj7bRsDgYQ5Sistd\nn9y3O2Vfb1OO+Q8difstHclftlg5pgkJocWOPXh1vrLGHmRrybwl75A6YohjtVOVisCRo2VP9Xvv\nByDv3be5OPTpZqPwLm1uoMX27/Af9BRle3Zx/pFelO/+zoEUBwx/joQtX6KLT+Ti8MFkvDQeW5Wj\nl7vb7Z2wlZdT9s1XDjp5z64P0ebICXy6dcdYUMDp29uzqqCY94rKqDl9CkPSOQCMKeeRTCZc292s\nyGwko4GiT9bj2vZGIhcsonzfbiyFhbKtsNGA6OGBVFOD4expQiZPpeb0KSSDof4lIej0St6B4Xwy\nxvR0Ap8fS+XP+zFlZVH160F8+w/Au2dvLMXFVB89Qu3JExgz0vHu3gtBbNjo97z7XiSLhaqDv2Cr\nrkbt5+/gilZ7+hTGzAy8e/RSpJoqdw+8e/amdPs2LMXFlHz1BZ733o82LPyqfmcnnPgnYbVaKSgo\nAFgSGhpa9n89nqZwXRL57OEDuOCay72j30XT+W4K9n+LuqwGtxOZ+J3L4M4BHvwcdAMbEx6ga8ph\nVLUmBCA+O5Vbfv+acdUhbE6vIbnFfXje356wk7+jqjUhWmz47DmJxduVvBe6YA7wxO14BqJZTjgV\nJNDllFF1cxQIIuqKWlSVtZj9PRBrTA6E+nIE+9IqrZc7R7RJeBxJpeLscQwTn8A9Ig7bwT8U7/vL\n9WUv+7FVlKPS6JC83BEqaxDzijG2j0OdW9roOmtFOSpvHySDgdrTJ/Hp0x8kqckCUxU/7EXUu+Bx\nx52XeZrLPKdKhXfPPvJkf+gAxrRUyvfsInL+22jDI6jYuwdzdhble3bh3asPqkuqFDrxn4WTyDvR\nHKzV1WTNmEr6+NFYiotBFAmeOJm4jz9Bd4mDSVMw5eWSPmEMmVMmytcjWynGbdxC7YnjFK5+XznX\n7daOtNz5A/r4hKsam6W8nJTH+8t92JFtr4ceJmHzF/g/+TSiqyvGzAxSHn9ETlC12Rr1I+h0RMx7\ni5j3ViOZTKSOfJacN9+QE2XroI2KJn7T5wQ99wIV+/dx5r47qPnzaKO+NKFhGM6ecSD3+pataPPb\nXwQNHwVWK6fvuZ3sVyZjLSvlQ7NE38830uaHA2hCQinf9S0AtpoaTDnZuN7cHnNurtyRJFH23Q5s\nRiOxq9dTe+aULK0EJJNJKVhVdegg4TPfwJSf37BosVoQ3T2Q6hzKLEWFVJ84RsDgYVQfPYIpM4Oq\nI7/j138A3j16XZHMe9xzHzZDLVW/HcJWW4PKR/62IIogSdSePI4pNwfvbj0UMq/28sK7e09Kt32B\ntaSE0q+/xKvLg3+rqJcTTvwTuB6I/HUprbE91hepII+SPu1pMWcpEf5tOPxcPzTb9gNg8dCTM7Eb\nxR0TWXwwnFnHNhLz3WGF7EoCrLn7EVa37AGCgJvNwKrTHxB/6JhCfKtvjCDjjf6oy2oIW7QLtxOO\nJNYQ5YchNhDv/fK2q02rQhJAZWzYlrSvGNscrkTo7dtNIV6UvPYUMZoYqsa+gqrG1MixprnrlXaV\nCsHfFym/EICam6Jx/SvtkqvkKwS9XonURC5eTuEH71F7tmnnm9CpMwibMevyD3sFFKz5gPQXx4DN\nhjY8gsQvd1D95x+kjh4BNhu62DhabN91VaTAiX8PnNIaJ5pCxU/7SRszCmOdd7hL67bErFqNW/tb\nrnitzWQif+VScubPcXBUEd3dSdj6NdlvvEbVoQPKcb+nBhO9ZCVinQb8Sqg68jvJ/Xs6aNb1iS2J\nXPgOXl0eUo4Vf7aZ9BfHKJ7xl8Lzga5EL38fTVAw+cvfJXvebMWfvR5Bo8cR9tpsJEkiZWBfKn/+\nsVE/gk4v6/HtoPYPIOGzr3DveBs2k4mMmdMoXLHE4Zz6ZFfUam44dR5bWRlnO9+Jza7QkjYiUqlG\nWw+Pe+4jbt1mct+Zr9QMAXmRJJnNIAhELFxM1ZHfKa2rtAqg8vZxqCyLKOLdszdl279S3kfClm0I\nOp2jzGbQU8SsWuMgl5Ekicxpk5T7qzy9sFaUO0h5AoY/R9TiZQ4mCrVnz3CuW2csxUWo/fxpuXs/\nLi2bsFN2wol/E64Hac11SeQN4wej/UveWjQFelLyYm+6jFpOwRefkPviRFRV8hZlSc+byBtxL0W2\nEJIP5PLsyvdQ1Tb4oJeFhTB9wByO1srRgyfKf2XMF2uUok9WNx0ZM3pT0y4S3+1/EvTRL4imhuQc\nq5uWon634LfjL9RlNco1quqGLVJJEBCu8I6vhsxTtyiwqUWKRnUh8uEnqBw+AU1emcN5V7soEAMD\nsBXIZL76xohGCxX78t5YrQgaDTGr15H5ysuODgSCoES4AoaNJOrdFf+SbWTZzm/kJNfaWlTe3sRv\n/gJrWRkXBg9CMpnkxLLtu3Bp3eaa7+HEtcNJ5J2wh7WykswZUylcI0fLBbWakElTCXn5FQd7weZQ\nvnc3GZMnYjjvKN1T+fgSt24T6RPGYLwo50IhCETMf+eq/eElm420cc9T9PEa5Zjo6kb43PkEPjsC\nQS3XC7GUlZH+4hhKPv+0yX5Ebx9ilqzEp/+jVB74mfQXx2I4d8bhHF18AjHvrcbjjjvJ/3AVmVNe\narLw0qUQ9Hqilqwg4MnB8oLm/RVkzZjaqC6Jys+PDhkFMpGvQ/i8twh4ZqhcDMpO+ii4uCJdUtRP\nGxVNwmdfUXXoAOkTxzbsStTP80D4mwtBFMmaNllpV/n4OCyAAFw73ELNUbkGgNdDDxO/aSuCVntV\nZD5j0gQl/0l0c8dWXdWwoAACnx9L5MJFDr9vzYm/ONe9C9ayMjTBIbTc8yP62LgrvlsnnPgn4CTy\n/zCUZNcwH46+NgS/Lb8hWuRJqPzelmhnjKND0P2ceKoX6hPy5G+I9idrak+M0YGU1ramzbzZeB++\n0GBTKQqcHDOT0i79+T45l5Tks6z9+g1c8xsIcsnDN5I/4j7UxVWEvfMdrudylTYJKHqsI7rUIjwP\ny9Eo++qw8M9F5q0uGtS18oRXcWcCnq9MwTB1NvqT6Ze5snmIvr7YSuSKttVtwnA7ne14glpdV0VQ\njtCrvL2JeX8tqaOexVpmt8Nk9zHwfLAbCZu2OlTv+7uoOvI75x/tg6W4CEGrJfbDdah9fTn/eH9s\n1dWofH1J/OIb3G+97cqdOfGPwknknahH+b49pI15TokAu7a7mZj3PpTdqK4AY1oqGVNfavBkFwQ5\naGCxoA4IJHr5KlKfG6aQSMHVlcQt2/C8/4GrGlvFjz9wYcgTWIqKlGO+Ax4navFy1N7eDef9/COp\nI59tUjYI4P/0ECLefAvJbCZzxhSKN21wPEEQCB4/kbDpszAXFZHcvweGs2cc2puqx4EoEvTCBCLm\nzEOyWmUnsBlTsVVf4vGuVtP6wBHc2t4gV3Z1c0wmdW13My1/PET6mJEUf2I3tibuK7i5Ebd6PYJO\nS8qTAxvtJgCETn8Ntzvu5MLAvkqkX4me20EbHqG8M++evZUiUvZEvTkynz7+BQo/+kAeU13VWUGn\nQ6pzKAsa9yIRcxc6kPmqI7+T1OshbFVVaCOjaLl7P7qIyMbv1Qkn/mFcD0T+urSflDQ+PLzqJ4yf\nzKWmtWxr5fXTOTT9JvL9xxMJ2roJ9/HPI4kC+rQiYsdvxGfnMXz0J6lYMJz0WcOwqetsKm0S7Za+\nQcS4R+jopWb75Kcp/OxXCm6/Ubmf73cniB+5Fk1hBanvDCJ/8F1IdTaXAhCw5TAIkPvc/Q4kXqp7\nu1ci8fX9SIBV0/RPIgCqWjMWd3k72fPgeUzDXkKa8DSG7tdGaG0lJUrFP7fT2dS0CEayX01YLHUW\nZvIDWMvKyJwykZj31yLYE3WbTSb9QMWeXZy55zZMlzgz/B2433obrfb9gi42Dslk4sLgQdScPkmL\nb79H5euLtaSEpJ4PUrF/3zXfwwknnLg2WMrKSB09guQ+3TFlZiBotYS9+gatfjx0RRJvrakhe84s\nTnZoq5B4favW8jxjsaAJCiZ89jwuPD1IIfHasAja/v7XVZF4Y1oqyY/0IqnngwqJV/sH0Gr/IeLW\nblRIvM1oJHPmVJJ6dG2SxGvCI2ixcy/RKz6g5MvPOdmhTSMSr2/Zmlb7DxIxZwHZb77BiTZxDSS+\nXiPeBIn3fKg77bOLCX99DoXrPuKvhEjSXxzTiMT7PjaIW0pr0bdqTdbsVwFo/dsxmaTXoeb4MY4F\nexM0fhJRy1Y1tDVxX6m6mpRBj1Dz51Fa7f0ZdWBQo3Ny5r5O5d7dtDl6Ck1dcqm1ohzBxQXBLlHZ\nlJWJ6CFbfZbt2M7FIU+C1Urk2+8SOOoFAIo3byT1uWEO1pSCIBD17nL8n3lWHpMdia+vWJu/dDFZ\ns6Y7BAzcb72NhM+/RnRxwZSRTlKvhzDbWZI64cT/Mq7LiPzZ2m/ZdSGQW2LuoUushrQVE/Bfsx9V\njSybqbopkvJJj3KL6+1kjRqJqlCOHpfflUDO+IeweegJ00ahHTEblwsNNpUWjYqpXcYQ0KM3Y+9M\nxH3969gWO1ovlna7gbwR96HJLyd84U70aQ0RH2OQJ7ljuxK07gAu5+XEIZtKQLQ2vOOric7bNCpF\n3tMUrDo1gtmKaJOwqUUqR/fGxaZFu/yzq3uR9WNBXiDYa+Fr4wLQXyxykAPVb4HWw/WWWwkZ+yIX\nnn3KISHMfotU7R9Awtavcb+l498akz3MBQWcH9Cb6rpt3KAXxuH/zLMk9+2BOTcHQasl7uNN+PTu\ne833cOLvwRmR/99G2Xc7SBs3WrFQdLvlVmJWrr6i1E2SJEq/3kbmtElKBF8dGIT/E0+Rv2oFksGA\nJjSMwBHPkf3GqwoRde90F4lffIPK4/JJ7taKCnLemU/+0sXKHARNR4Vrz57hwrCnqT1xvHFHgkDw\nxJcJmzYTQ/I50saPpvrIYcdzRJGQSVMJnTKd2rOnOf9oH8x5Dbu06PVgcNTAA+hbtiF+61foQsMo\n/mQ9WXNfx2J/XX337h60+e0Y+uhoMmdOI2/JO2Cz0bHaSuasGfgPGcbJDm0b3SNk2ky8u3UnqeeD\n2CorG/VrD5++jxD22mxSnnoMw+mTjdoDRzxP+NwFJPV6kOrff5MPqtWIehdH51YrSSYAACAASURB\nVB1l1xZ8H32M2NXrQKW6cmTeaiX1uWEUb94INHw7RDc3bNWypXNTeVfle3dzfmA/JJMJl1ZtaPHd\nPjT+/jjhxL8L10NE/rp0rSm2nifKu5Dq2tM8+kkNx/3vIOLJ1rgXZqLLLEGbV477jiNc1OagenUM\nLrlV2FIz0GeU4PXjWQyJwZT4SVT36ojg4YHLH7JNpWiTeDDld1TnTzAsz5NDwR1od08sHgcPKdVU\nXVIK8P7hDDVtwykYdi/YJFzPZMsWltVGPH9OIm/kfZjCfXE9k41YV8CpfrEgADaVeFndfH3RJ6te\nrUiH7CFa5WNmP3fU1Ub0v5+jVmdDNfIJOHgUwWq7YhIsdu1YLPK2tiShKa3BGOmHqtKojFEym1D5\n+CoFWMw5OUg2G4GjXqB8986GDm02OWpjs2GrqaFo0wZ0kVG43nBjo3tfDVRubvgOHETNqRMYU85T\nfeR3LMXFxKxaQ/ne3ViKiijZthVdRORVbec78a/D6VrzvwlLSQlpY58j67Xp2KoqEfR6wl+fS0xd\n8uflUHv2DBeffYq8RQvl6K5aTdCY8QQMHUHWzGlIRiPaiEi8uj5E/pJ3lOsCho0ifuOWy8r06mUp\n5wc9QsXePUpgQXB1Jf6Tzwh9aYrioCJJEgWrVpDy1EDMOdmN+tIntKDFt9/j83APsl+fSeroEY0q\nkrrc0I7EL7/B95GBpI4aSsak8Q0JujqdfH+7Ikcg69sTvthO+GuzKft6GylPDKDks80Oib31CBwz\ngZbf7aP8+12cua8TVb/8pCxqPjRLDDpykJqTx2m5ez+Fn6x3kMdUHfiZqt8O0XLXD5T/sBdrcVGj\n/uthOHeWykMHiPtoA8a0VIwXLzi0V//5B6acbOI3bVXsgbHZkEwmRwtJu0BO7ZnTGNPT8OnRG6+H\nHsZSUiK72Zw6gTEtFe8evZXfQhBFvHv0wpByXi6MVZePJRmNsj2myUTlgZ8RVCoHD3l9bDwubW6g\nZNtWLAX5VOzfh+8jA/8lKacTTlwO14NrzXVJ5AvN55EEM65aG71aFnE0S+CjpEB+b92BG+/W4HE6\nC3WVEfe/MrAe/IO0ZzoQeOt9WH89irrSgPde2XmlsnUwVa0CMfS8E5f9J5RE2IiSPB4/u49drhEs\nFxIpbdeCjilHURktSICqxoT3j+fQFFRQ+MydVNyRiPvRNFQ1JgSbhNcvyRgifckbcT9uJzNR1yXf\nKhFwSY6k1y8OmoKAXOXV4qZrMjovAGKtidoYfzRlNWgzirCcOYcweQTWE6cdHG0uB4Xs2y0s1OW1\nmIK9UBlMyhglQy2akFAlGmNIOoc+Ph6vB7pSeeDnhg7rZTY2G1itlH3zFbbqKjzv6+xgSXa1ELVa\nfPsPwJyXR81ff2I4d4ba0yeJ/WgDlQcPYCnIp2zHdlReXrh3vP1v9+/E34OTyP/voeTrbSQ/0ovq\n338FwP2OTrTY9i0+l9gMXgprRQVZs6aT9twwhSh6du5CwpZtqNw9uDjkCSSTCW1UNLqYOMq+/lK+\nUBCIWrqKsFdmXjapteLHH0h5YgBF69Zgq2kozOdy40202r3fIYfGlJfLhacGUvD+ykaJpIgiYTPf\nIHbtBqoOHuD8wL5U7N/rIE8RNBrCXnmVmA8/pubYn5y9vxM1x/5saHd1A4Oj5lzQ6Yh8ZwmxH66j\n8qcfSXnqMUq2bGoyWq7yD6DN73/h0qIlpzt1oGTThoYFgSDgfsedrLiYzgitiCkjneLNG2m5/yAV\nu79zSEa1FBVRuPp9Yj74GMlkctTrXwJLQT6l274gcuEiRBdXav78w6G99uRxDMlJxLz/EYJOR+VP\nsiucrbYGdWCQEjl3uObUCUzZWXh37yWT+dJSqv84TO2pk02SeZ+efag9e0YuuiVJIAhIRiMqL28k\no0GuVeLiaG/sktgCfVwCpdu3Yc7LpfLgzzKZv4rkaiec+Lu4Hoj8dSmt0fhW82d2QyRYkiCjTMfs\nH+PQqW083/o8Xb/dhe9OeetUEqCkT3uMXToQsmgXwkVZE1l9QzhZL3fHEuAJCISs2IvPN8cabCqB\nnW3vZsFtT5NgK2DpnsW4ZTsWUTL7uJE7tgtV7aMJfm8fvrtPKW2GcF/S5/QncOOv+NQtHuzJtSQK\nlyXz2J0niUKT0XkJMET6osstRzRbsalFLMP7Yv3hEC7JV68hbIr0mwI8UJfVOCwktLFxmOyiN+Fv\nvoUh+ZyDMwTgkAAL4NX1IWLXfuKQaPZ3IEkSuQvmkj1nFgD6Fq2I/fgT0ieMVrZ+Q6dMJ3TGrH/J\nNceJy8MprfnfgbmggPRJ4yn98nMARFdXwmfNJXDU6EYVPO0h2WwUb95I5sxpije5NjKKyPnv4N2r\nD6Vfb5NJvMWCNjYOQRQwpsjmBIJOT4sduy9bl8KQcp7M6S9T9u03jdoCho6UialdhLZ0+1dcHDXU\nsWpqHXTxiSR+vRMsFtJfGidH9S+Ba/tbiFn5IdrIKM4P7EuVXeBCdHVzWETIDyEQMOJ5wl59g9Iv\nPydn4ZuYm0mmBQiZPI3AF8aR3LtbI7mPW8fbabFjDypXVznZ1VPbsBBRq4n/YjvZM6c1KRPyHzYS\nfVw8Wa+83Oy9QXYainxnKbaaajKnTW7UXm9gULJtK6kjn21wtPHzw1rcuKggQMCzI4haKjvYZEx+\nUa7GC/g9/qS8MLD7+7GZzVx4+rGGxOc6qHx8sZbKZgwR898meMwEh/bC9WtJGz0CkC02E7/4xlk0\n0Il/HNeDtOa6JPIJCS3QuqjYemQeFluDnaTVBm8fiCK52J1bw8oYqztM1PLd6DLlycAU4EHuyPvx\nOl6I9w45umRx15Pz4kNU3ikXFnE9l0/ktE9R1TboLI3eXkx+eBJpbp6sPriIwLOyS4w9ES+/twW5\nzz+APiWfiDnbURnk621aFZnT+yAazYQs/R51laOusf7tXw31tOo1Sr+XwuKmxeamQ1sgR3uMd7XF\nbDPjfqhxRVb5hs24KVwCs48rqiqjA5l3ubGdw4cj+oOPKPvqS7mSo33/4HAPfUIi8Vu24ZLY4or3\nbQ6FGz4mbYxcLEUTHEL8J5+R/eYbVOz7HoDAUS8Q+dbia4r+O3FlOIn8fz8kSaJk62dkTBqPpU6e\n4XH3vUSv+OCKtn/Vx46S/tI4qg//Dsj5NyEvTib4xcmoXF0p/nwLF4c/A1Yr2phYrKWlile5OiCQ\nNgeOoA0La7JvS2kpOQvmUPD+ygYdfN08Juj1RC9Zif+TzyjnW6uqSBv7XNO2kqJI6MvTCX7pZfIW\nv0XuOwsU15R6CDodYdNfI3jcRAo++oDMqZOUIkkIghysuCS679G5K9FLV1Lxw15y35rXyNPdHprQ\nMBK27SB33hxKv/rCsS08nMRv9uCakIgkSVTs+x7vrg9hKiri5I0tsJY3BAZDpr1K5U8/OHjt10Mb\nEUn463NJG/Nc4wXHJQgc8Tzud93DxZFD4JJ34d7pLhK/3EHV77+S/EgvZbdAdHdvUiIEEDhyNJHv\nyL7xVyTzRiMpTw6gfNdOhz7Ufv7K32Dk20sIeu4Fh/b8VSvImDQeAK8HuxG/+Yurri/ghBNXAyeR\n/4dRT+S/zf6BLad9eOqW2+gUfobU4mPKOZIE5wpdWXwoGg+dhfHtU+nw/U/4f2pvVdmC8puiCFn9\nM5pqmViX9GxH3oj7kHQasNiImLUNjz9SHaLz+Y8PY3bs/Uz44S0SfpOJrMVVi7ouydbi5ULu6Aeo\nah9F5GvbcDuTo1xb9mBbCp7qRNji3bgfa2wXaVOLTUbcL0W9q0xTCbOSAJXtwvH8S9Z1moO8MXSI\nw2PnUWUc9gsGQatt+DDZ93PJeRYPPYLJgsrOUtP99k5U/XaoriOBuA2byVv2bkNiFDgU+6j/4Kq8\nvIhduxHvBx++4rM2h/K9u0l5ciC26mpEDw9iP95I8cYNlG7bCsgfiuj3Vl9VOXgn/h6cRP6/G/XV\nVct2fA3IRC1izgICho647OLYXFRE9qwZFK5boyzevXv1JXL+2+iiogEo2ryR1FFD5YJvUdGYc3OU\n+cf1pva03PcLqiZImM1spnDNB+S8+QaWkrqKr3W2hQC6uHjiP/kM17YNuTiVvx4k5fH+SoVYe2hC\nQmnx7feYsjJInzhOqXhqv4vodtvtxKxcjejqRnK/Ho6+8So1WB118JrQMOI3fErN6VNXJPAAwZOn\nIYgiuW/Pd1gMiG5uxKzZgG/P3kgWC7mL3yJ30VvYKivoWG0lf837+A8expm7b6P2xF/KdR73PYCg\nEpWAhgNUKsJff5PCNe8rBbuag8fd9xL80stcHD4Ea1GhQ5vrje1osXMfhqSznOv5YIM+v15KabM1\nChAFjh5L5IJFwFWQeYOB84/1a/QM6oBALIUFAEQtWUngsJEO7bmLFpL16isA+PTuR9z6zUqNACec\n+FfhJPL/MOqJ/DnDt5ilGg5nefLlmSCivLU83/EMDfFtsNoEFvwSycUSN7rEFfOU5xnCl+7B7Yyc\n5GRx11P0WEdcD13A86x8zBDlR9a0nhijAwDw+Pkc4Qt2KsmlAKqoCMoXriF9yxLafCmXyDZ5uaIy\nmFEZ6zzeOyWQO6YLnj+cIXjNz4r+3BToSdq8AXj+foHAtb8gmq0OpNmqVaMyOX4gmkNzxF8CKm+O\nxP1Utty/WqS2803o9x9vdD9ounhIfT/251n1Mim23xHw6NyFyh/2yv8QRWI/2kjOvNmy3rF+Qrdz\nNRC0OrlIiiAQPnseweNfumYZTPVff5LcvxeWgnwEtZqoFR9Q9etBReLj3b0nces2O7da/2E4ifx/\nJyRJonjzRjKmTFQ01/WVTC/n1y1ZLBSs+YDs2a8qtSX0CS2IfHsxXg88qJxXuH4taS+MlBPqw8Ll\nZNO6vyPfgYOIXbO+ybmgbM93ZE57WZ5TAEHvgsrdHUsdyfTu2YeY9z9C7eWljCdtwguNpX518Ht6\nCGHTXyNr+hRKvqh3+VLS/hFdXAh7bTZBz48l87Xp5C9d1CARbGoXU60m4u2liIJE7tsLrkjgtRGR\nBI4aTc682Y4ac5WKkMnTCJ8xC2t1NTkL51KwcnlDUikNlV097utMwhffkDFxLEXrPmoYSlAwbu1u\npnzPd03e27PrQ9hsElX7GsuHHMYYFU3UomVkvtLw3pW26Fha/3gIU3YmSd27OuwMCBotktnU6D0F\njZ1AxJtvAY5k3vexJ4j9YK0jma+tJfnR3ooevx6a4GDMebJUNHrlhwTU2VfWI3v2a+QsmNtsv044\nca1wEvl/GPVE/qfC7/F1lycQi03gx1Qfdpzz54XbM4j3Ndjb7FJUG8Rre/3xczXw/C3ptD7wB0Fr\nflasKqtvCMcQ7Y/vt8cRbBI2rZq8UfdR2r0dCAJiRS3RU7bgktrgACAJAqGvzSZLVY3w+gJEiw2z\nm46qIF98Lsp2YhZ3PXnP3U9tXCAxUz5DXSFHLyRRIG/U/VTfEN7IvhKuLjLvoLOHRrIcCVlGhFqF\nLld+T8Z2sajSclGX1za+xsVFtjK75G/h0vNsGhFJo0JV00DmPbt1p6J+O1QUiV62iuw5s2R7uvoI\nl0YD9baUvn5KVM3v8SeJXrbqmsm2MS2V5H49laqQoa/NxlpWpjhfeNx1DwmffYXK0/Oa+neiMZxE\n/r8Ppuws0sY9T/lumQCqvLyImPc2/k8PuexCu/LAz6RPmkDtqROAHL0PnTaToOfHOiQeFqz5gPTx\no+W+/f2x2hVpCps1h9BJUxv1XXvmNBmvTHbQrLvfeTfVx44i1dTIUeY33iR43ERljNV/HiX5kV5K\n9NYeopsbces2Y7x4gazZrzYknNoFGjzuvJvolR9iLS/n/IA+V/Qpd+vcBd+He5K/dNEVCTyA35OD\nqdi3x9GqEvDq3ov4jVuwlpaQPW82RevWyoRYGbs7vv0fJXbVGqUglMrTi8SvdlJz6oT8buv/T6rV\nuN91D1U//tDkGFQ+vnj36kvx+o+abK+fs0U3N6IWL6do4zoqf/7R4RS1fwCtfz2KrayMcz26KnkQ\ngENhJ3sEjh5H1MJFcnXXlydS8N4yoGnSba2u5nz/nlQe/MWhD01oKOacHBAEYj5Yi/+gp5Q2SZLI\nfGUy+cveBSBgyHCilr3nzJdy4l+Gk8j/w6gn8q3btGL7yZ/IKz+Il16ehGvNIt8l+1NSKzK0fR72\nu8CioCat8m6WHyzmgdgsevikE7LyBzwPyVuqNo2Ksi6tcT+SirZI1vtVdEog58UHsXrIJNNv828E\nrT/gIGnRtmmD26ghFL0yE1WVAZta5MztHWj553FFblPZMZbc5zsTsmwvHn+mKddW3xBO1qSH8fv6\nT/y/POrwnJIgXNaeEi4h881409tEgcoOUXgdke9rCfDEqhYVcu8AtUqOqFxS7e9SMi8JYHXVoq5u\n+NB4detB+S55dwJBIOz1N8l7Zz7W8nJFXmMv49ElJGI8nwyAW4dbiN/8BdrQpnWxV4KluJjzj/Wl\n6jc55yFg+HNow8LJfn0GAK43dyDxyx1oAgKuqX8nHOEk8v89kCSJoo/XkDn9ZawVciKo18M9iF6y\n8rL/H0052WROn+KgPfcb9BThs+ehDQ5xODf/veVkTJaTFEUPjwYCrVIRv/EzfHr1cTjfXFREztzX\nKfjoA0Vy4nbbHegiIinZugWQ/efj1m3C8+57AbDZbKSPGUXR+rVNjtet422ETp1J9uszqTkuyzDt\na16Ibm5EzJ6P35BhpI0YTMkXn1/+xen1BDzzLOXffXtVBF4THILKywtD0jnHblq2psU3u7CWl5Oz\nYI58XzuDANHdg9DJ0wie8BKCSoUgCBxv17JBCiQIBI2biHevPiQ//ICDf77LTTdT+9cxmoQg4NNv\nAGU7vmpSWmlPxkOmTMeYmSG76NhBdHOn9c+/IWg0clEtu/dg/27t4f/sCGKWvXd1ZL6qiuR+3an6\n9ZDjuwwLly1BRZHY1evxG/i40iZJEukTxlC45n0AgkaPI2LBO04y78S/BCeR/4dRT+Tbtm2LTqfD\nbDWxP+l70goPoVXJk35prZpvk/zonliIr2vDpChJoNfFU2i4na9PHKFXyxQijp4jZOU+NMUyeTdE\n+GL1dsPtpOwwYPb3IGtKd2puiABAm1lM9Mtb0JTaSVHUKnzGjqXg03VocuUt6XM9HsAjM52wE7IT\ng9VVS97I+xFrDAR/+JNCuq16DTkTH8Lq4ULY298p4wCZQEsiiFeQzdsn3DYXna/sEI37iUxZWqMS\nMYb5oM9o2m1AmSgv6UO45N9Wd51iqwng2eVBh+hZ4OixFK75QP4g1GlK7cm85/0PKJVZNcEhxG/e\n6mAX93dgq63lwtCnKfvmKwC8e/TC474HyHz5RZAk9IktSdz+HbrwiGvq34kGOIn8fweM6WmkjRml\n/B9U+fgQ+da7+D32RLPEx2Y0kr/8XXIWvqnIQlzb3Uzk2+826TKTt3QRmXWOKYqsDpk4t9r7i0N9\nCZvJRMH7K8iZP0cOACA73YRMfJmiTzdSXbdQd+90F3HrNysLhstp4REEgl+cjLWslMK1q5Wo9aXz\nUPTy96k5eYKLwwc7FjtqArrYOGwGQ5M+9E2eH5eA8cJ5h2MqXz/iPvkMAch9ax4V9fLEOoju7oRM\nmU7wmAlKnk/NubO4tWqNzWZzIMEA+hYtifloA8m9uzm4yGhCwy47Tn3LVphLS7E2sfNgXyTQp09/\n9C1akLtwnuM5Gg2J3+xGFx1DUs8HGxYY0Mi1rB4+/QcQv37z1ZH5igqS+nRrVJBLGx4hV+NVqYj7\neBO+/R5R2iSbjdTnh1P8yXoAQiZNJXzWnGbfgRNOXAlOIv8Po57IT/utgIfbRjHo5hiCPV0wmKv4\n9cIeUguPINax5OwKHXkVatqHVTtIbQwWkd+z25MYGEV17Y8k6nIIWvszvjsarCqrb4jA9WyOTHxF\ngcJBt1P4xB2gkien0Hf34L3nlAO5FW++GWN1IZpkmQTX9ryHpIhWtN2wTnGqqWofRXHPmwhbtNvB\nvab8nhbkD7mLoI9+wetAssMzWzUiKvPl2bx9JdjmvONNvm5IahW6AjnyZgzxViLzl0b0XdreqGyX\nXw6WS8i8+x13UvXrQeXfPn36U1rvDV23hW3/QQ94dgTFn8uFUQSdjuhlq/B/4ukr3rcpSFYrGVNe\nUvSXbh1vw//pZ8l4cYxscxcRSYvtu9AnJF5T/07IcBL56xuSzUbBh6vIenWaQsZ9evcjavGyyxZ2\nKtu9k4wpLylkTeXrS/hrcwgYMqxJLXLO2/PJniXvitmTOk1oGK0PHEYbGCSPR5Io27GdzBlTMF6Q\nAx+iuzuhk6fhckM7UkcNVaQyweMnEjZrLqJGg7WmhtTnh1HaTPRc5e9PwOBhFK1fq1xvX6Fa5elJ\nxJtv4d3vUVIG9GnS8cUBgoDK01NZZMgdqsDWdAVu0d1Ddomxr3yt1RI2Zz66oBByFy1UdgeUa1zd\nCJkyjeDR4xW5Ydl335I24QXM2Vl0rLZSvG0rvn0foeKXHzn/aB/lNxS0WqKWraLgveXU/GXnb99M\nDpTSrndBGx2N8dzZxo12kkiXtjfi//RgMmdMVY7JHYjEvL8Grwe6ktSrG7VnTjXup+791S+kPO65\njxbf7AZRdCTzAwcR++HHDn9PlrIykno9RM0xu11rUUQbGo4pKwNBrSZu42f49OytNEsWCxeefUox\nPwh7bTahk6c1+w6ccOJycBL5fxj1RL7P1+fJrTYjCgJdEkN4qkMMfdtGYLWV80fqLjJKGiaTtFI9\noR4GtHZJ7JIEv2V68sXpCPq0sXFbWBJe5zIJXbIbfYZsVWn2cUNSi2gL5QhNdZswsqf0wBwo661d\n/8ogctY2h+RPs1qNMSYU9/PyNqP51paEvLWKlFfG4X1IJsZWFw0Fg27H60AyrskN2kKLtyvZLz6E\nqtJAyLLvHRxirkY3b1OJ2Fy0ygKhqcqukgA1rUIVNx2LhwuqaoNcSfYSOY++3U0Yz55VSLfy7nBc\nKFxK5vVtbnAo+e3gblNP5u22bsNmzaXo49UY01KBusSo2fOvyXVAkiTylrxD1gxZc6uLTyDkxcly\n9cXaWtQBgbT4eqezCuy/ACeRv35huJBC2gsjlQJuav8AohYtw6ffI81G4Q0XL5A59aUGa1lRJGDo\nSMJnvo7az6/R+ZIkkTNvNjlvvtGozbX9LbTc9QMqV1cAak78RcbUSQ0abEHAf/BQwqa/RvGmDWS9\nPlPWa3t4ELPqI3z79AOg5KutpD43otnouWvH2xEFgaq6AlaCRguioMw5Xg92I2rpe/ICYtpkBz16\nk7jEfUvQ6ZUq103CTndfD9/Hn8Ttpvbkr1jSSI4juLgQMnEywWNeROXhgSRJlH+/m4xJ4x0qrtYn\nu/r0fYTYjzZgq60lqXc3ao4eUc7x7tkb0c2Nki2bL/9Ml0CX2AJjchNWxXYEXO3nT+iU6WTPe8Oh\nCBXIEpzg0eNI6tejUWGppvrSt2xNq32/oPL0vDKZLykhqeeD1Ni59AgaDeqgYMxZmQgaDfGbt+Ld\nrYfSbjOZZDvL72TJZ8SCdwh+YfzfeidOOAFOIv+Po57Ib0g18vGfGVQaG0i0u05NvxsieapDLDcE\nmfgzfRf5FalKe7lBxEvvSIZrzCLLf4uguEbLqFuziHOvxP/zw/h/+rsS4TaGeKHLlaMwVncd2RMe\novKuuqiuyULUzC9wO57pQG5L/XzwKZYnOkNUIDFbvqHi8D7KZ85GXS5/AKpvCMcU7IXP96cdxlT6\n0A0U972Z0EW7cT3fQPSb08GDI2mvbRGMa1Kew/FLURvpiy6nDNFik4tNaVSIRkuje6jjYhGM5kbF\nTBqReTcd6uoGMq+JjMKc0WCxqYtPxJhSt9NwKZlXqYh9/yMKN3ysOBV4PtCVuI83ofbxafqBr4Di\nzzaTOmooktmMOiCQsFffIGvGFKzl5ag8PUnYuh2PTnddU9//63AS+esPktVK/nvLyH59Jra6HBjf\nAY8TuXBxs7kj1upqct+eT97SRQoBdr/jTqLeWdLsQliSJLLfeJXct+Y1avPp9whxaz9BUKsx5+eR\n9carsqbdLkobueAdtOGRpI56Vlk4uLRuS/wnn6FPSMSYmcHFkc9S9ctPTT+oIODe6S6qD/+maLTV\n/v5Y6pJrVd7eRC5cjFunu0np3xND8rmm+2mmb5W3dyMC64Am5CQuN7XHo9NdFG/aoPjlK11qtQS+\nMI7QF19G7euLZLNRtmM7Wa++giEl2aFfz/s60/Kb3UqyqzogkMRt3+La7iZyFr5JzpxZDYTb3x/f\nx56gYOWyq6oVUg+Vrx/WkqYll/XReUGtJuTlVyjevLGRlaVP3/5ELXmPlMf7O+zM1j0tIDkuDAKD\naLV7P7r4BDKnvET+yqVA02TeXFREUvcuDhF/Qa9H4x+AKSsTQasl4bNteHV5SGm3GQycH9BHkY9F\nL1tFwLPDr/p9OOEEOIn8Pw57jbxVULH9dCYbj6ayJykHq12F1DAvVwbdHEWvVlBU8QtlNTIhttkA\nAcRL2O2vGV5s/CuEznEl9GlVgGtWMaFL9uB2WtYX2vQaJElSouQl3duRN/I+pDpLRu9dJwlZ9r2D\nTaVJrUZjtSJIEiYfN7aOmkHLm26h1YfTcNknRyxsOjXlnRLw+iXJIeJuCvQke8KDuJ3KImDTb430\n6U2Rc3syX902DE1pDbrs5j86No0Kq7tO0fs3W2zK2wuvjndQvmdXk/erh72fPoDo64fN7qOgDgrC\nkl+3MFESYGWZjaDTkfD515Tt3KFIY3TxCSR8+iUuLVs1+wyXQ8VP+0kZ9AjWigq5IuUbb5Kz4E0s\nhQWILi7EbdyC90Pdr6nv/2U4ifz1hdqkc6SOHq7Ud9AEBRO1ZKWDFMEekiRR+uVWMqe/LOuQkXNY\nIuYuwHfgoGYj95IkkTVzKnnvvtOoLWTyNMJefQPJaCRv+bvkvj1fKSKkgxUVTwAAIABJREFUi4sn\nYu5CvHv0ovbkcVKeHKgQRL9BTxH17goErZa8pYvImTOrySRKkEm6oNUpDioqHx9stbWKztu7Z28i\nFi2jYPkS8pctvnqCKwhy3tBlKrM2OZ6AINw7dqTi+92NE0rVagKHjSJk8lS0wSFIFgvFn39Kzvy5\njfT0np27EPPhOrRBQQiCwLG4MMWGEUEgZNJUwmbMku14+/XAWlKitPk8OpDSbV802h24/MBVoNFC\nUzsOdjsNfk8+Q23yOWou0a+73HgTCVu2kfbCiAbtfxM7FPUQXVyJ/3Qrnp27XpnMFxTw/9g77zAp\nqq7b/6o69+ScEzPMDFkQQTEiIhkRSYKimDAgiCQBBQwgyYgggiIqKiBJsoiImAOCBGGIk3POobvr\n/lEz1V3TPUP4vPd+r++s5/GRrjp1Kkz3qXX2WXvt0/16qSwxRXcPNF5e1GWkIxiNxH/xJZ49eyn7\nrRUVnBnSX55YCAIxq9fiP2rM5T+PFvzXo4XI/8NonOzagJyyKjYcSWbd4QscTi9UHXNNqDfjutrw\nM5ygxiIvxdokZzJfUSuy8rdwKuq0PNY1jWC3Wnz2HCPog+8Uq0qrWa/8uzqy3nM+Ro5oaQrLiZ6+\nAWO6mjzbRAHRJmE16Fh19wN85HUj0+p+Y/DWj9EVyfrGqlYBaIor0ReqK+8V3NWFkhtiiXrxSzRV\n9peBTQBRci2faUBNqDdlPeLw23JYSYZ1hVo/d/T1SbZNau31WoIefZKcd99RRZycyLxRh9ZxMmA0\nqV4IKteK+uhVQ+KZ6O5Ows59VJ04TsrkCUh1dWg8PeXiUVdJuCtPHOfM0IFywpdGQ9jseeR9uJra\nNFlbGbP6I/yGj7yqvv9b0ULk/zMgWSxkv/06GfNfVCLqfmPGEvnqUrS+vi6PqTx5gtRpzyhSF0Gn\nI2jCJEKnz0bj4dH0uSRJRcIUCCLRK1bhf5/sBJM+Zya19St1Gi8vQme+QOBjTyLq9eR9/CEpzz6N\nVF2NoNcTueRNAh56lPIfv+fiU+OdCK4jtP4Biq88Wi364BBlEqL19SPytbfRx8RwdvgQrC6sKQHQ\n68GRcAsCxoREas6fa3Ly0FQ/poREqo67yDESBPzHjCV05gsYoqKxVVeTv+4jsl5frDyXBhjj44le\nuQaPbtcDslZc5+ODtbaWCw+OpujLrfa2bdrS+vPN6AKDODdmBKXf2pNnDa3jqcvJwVZawpVAcHNH\nqnBRsdUhou5+w41ofHwp2b1D1UQXFETrTdvJXPgKxbvkfaKnJ7Z6ZyRXfUYsWEzgU5NIf26qmsyv\n+lAls6zNziKpXy+qz9pXLDQ+vogmI3WZmYgmE6237FQcjUBOmj098E5Z8qPREPvxekWm1YIWXAot\nRP4fRgOR//jsDxzOjeCJGzvROz6UQA+7D/mpnBLWHb7Ap4cvkFZsT/IxaiXGd6uhY1AqIA/MUv1K\nnyN+TfNk/fFgBifm0bNVEdqCcoLf/QavH+QXiSTWlwSXZOKb/dhtFA28RukocM0h/Df+5jKKLgmw\ne9BdvBwyhGBrCW+eWkP0j/KAb9NpqAvwwJCptoasCfMh8+leBK39EfPpLKc+m4PVpCN9Sj+CPvkR\nY0oTS6bIKwNYbIhWm0peo3LEEeRqhPmrV6qWl50KRzUuatVouVlxjNBo5O2SpNiVaXx9SdxzAGtJ\nMefGjJCT1ASB8BfnEzx52lXZiNWkp3H27oFUnZIlTEFPTaLk66/kZXVBIOqNdwh8ZPwV9/vfihYi\n/78flSdPcPGJRxStsi4snOi3VzQ5IbYUF5O54CVy3luuaME977iTyMVvYIpPaPZcks1GyrMTyXt/\npWq7YDDS+outaLy8SXtuit1GUKMh8OHxhM6ag87fH1tVFSlTJymFjfQRkcSu24AhMpq052co7iPq\nzgVl8Ba0WoVoG2JaUZuVaXdbGTqciIWvkTJ9MiXbNru+Ab0BLHWqMcrcqTM1qSlYiwpdH9MEHCuQ\nNobP3cMImz0XU2IbrGVl5K5ZRc7bbzh51Wu8vIlYsFj28BdFSg8dJHniE9ScO0u3CitFX+3B+86+\n5K/7iIsTxtuL7el0RLy6hIBHnyB35XLSZk5V7knQ69H4+mPJzmz6WbpAUzaSjtBHRuFxa08KPlmr\nPtZopNUHH1O0dbNiG3opFx2/MWOJenM5GXNnN0/mMzM43fd2Vf6ALjgYEKjLzkJ0cyN+226Vk5Kl\nsJDT/XpRdfK4rKlfv7llRbYFl4UWIv8Pw7Gya0ltNbuSAth/3pcwLw/6twnj1rhgbm0VSKCHCZtN\n4tCFHNYdvsDmY6mU1keK3fUW7m5bwC3RBYrDTWNU1Iqs+iMMURAY1yUdT4MNj5/PEbJ8P7p6n3mb\nRlSkNKU3xJE5uQ9WT3lCYTiXQ/SsL9CWVrvsP2NAT1645nH+zq/k4cofeWD3eiUqXufrhq4+Mq9M\nAESB/BHdoM6K/+Y/mi0G1RiSKJD+bF9MyXn4bfqj2faO8hrHcztG9L3HPYzlzBnKHYp1OBeOskf2\nVWhIGmuQ1jgWD6lfftUFh5C47yCCTse5Ufcozg6+I+4lZvmqqyoeZSku5ty991BWr631HXEv1WeS\nFHeHsHmvEDJlRovf8GWghcj/74Wtro7s1xaRuWi+QsACHnyE8PmLlMqnjpBsNvLXfUT6nFlKRNsQ\nHUPEwtfwHjDokr8HyWYj2YV/u8bXj9g1H1Ow4XMKPl+nbPfq3YeIBUswtWkLQPXFC5y/b6TyG/fq\n3YeYVWsp2rGNtBeew1bSKIrsGBRwkGtovH3Q+vkprjfawCCi3ngHBIHzD45WR9obIAhyUMGheJEh\nNg4Qmo3+u4KjVWNjeN3Zl7A5L+F2TRcsBQXkrHyHnJXvOGvtRZHA8U8RNnsuWm9vFYFvgCrZ9cN1\n1Fw4T9Jd/VSyH/ebbqHV6rVYiwpJGjoIi0PxKW1wiOqz47ldWUVeLkSzGb9775MtPhv1E/r8i9Sk\nXFSIvjGhjVO1WEe4XdeN2M82kfPmUnKWN03ma9JSOd33dmpTkpVt+sgobDU1WHKyET08SPhyD+71\nKxoAdTk5nO57O9VnkxAMBuI378Dzttuv+r5b8N+BFiL/D6OByB8t24NGKxPf3HIdm04GczjTgwY6\n2TbIi1tjgxRi72HUsf1EOusOX+Crej19gFstQ9vm0C28ieU+4Ld0T778O5ARHbPpFFyOWFFD4Nrv\n8d15FEFSE9g6fw/SpvWnqlO9V7nNRvirO/H8/oxL8lx3cyf8VmxlX3oF3x05wej9i4g4IGflS6KA\nJApyMqrDOapjAijs14GQVQcRmnGxaSy5kZBlOmXdWhE1d0uzDjiODjkN0XknR5tbb8bnxp5kNXKm\ncLxWx4mOI5SXXn0kqHGRGKxWDNExJO47iMbbh4uPP0zRFtliztylK60/34Q+LLzJ62/yvmpquDj+\nISU65NmzF7bqaiUpK/iZKYS/vLCFzF8CLUT+fycq/jrCxccfoeq4bKOrj4wievl7ePW8w2X78j9+\nI3XqJCr+kB1PRJOJkCkzCJ405bImy5LVyoXHxlG44TPVdkNMK7z6DyJ/zSolsdaY0IbIhUvw6t1X\naVe8ewcXHhuHtbgYBIHQWXPw7jeAlGefpuK3X53OJ7i5IVVUOG1369qNiuN/QYN8aNQYQmfN4eyI\nu6k+/bfLa29MvAWjEVNCIpV/HXXZvkk0Q4Dde9xE+LxX8OhxE7VZmWQve4O8D1YpdpGO8Lj5ViKX\nvIm5fQdKvvuWlIlPKJOShvO4d7+etvu/t1d29fGh9cZtmDt04sJj4yjebpfaiG7uRC59E5/Bd3Px\nsXEU79pu32cyY3NlR/k/JPMAvqNGU7jjS2h0jz5Dh6H18VMKNZm7XEtl0mmndg3QhYQS+/kmir5Y\n3zyZT0nmdJ+eiowKwBifgKWoCEteLhovLxJ2fIVbl67K/tqMdE736UlN8kU5cv/lHjyu7/E/uu8W\n/LvRQuT/YTQQ+biEVuw7vZuyquOK1j0p38yG48GkFDu/hNo0EPvYINoFeXHgXDbrDl/kj7QCor2r\nGN4+m8QA1167FbUia/4Mw99kZWi7LAxaCdPfGYS+tU+RqzhGr/NGdSd3dA8ErVxa1v3nc0S8uhOx\n1jnZp651GO227sMrOoGy6jq++XA+AUveRl/v9W7TahAtas26TStSMKgzPt+eQusgHXJF3htT0so2\noWQ83ZuYGRvQlrmOICn9NZB4F/0AVISF4vb8YoRJD6mSuVRkvl7L33i7xttbfoHXQ+vnZy/oUv9C\nMSa2JXHvAbR+fmQtXUjGS3NAktAFBcvFoxwiLZcLyWaTE/Leeh0AU6fO6Pz9Kf3mawD8H3iI6Lff\ndemL3QIZLUT+fxdsNTVkLnyFrNcXK7KYwMeeJPylBWjc3Z3a1+Xmkj5vtiqK7jPkHiIWLMYQGXVZ\n55QsFs7dP5LiHV+qthti47BWVChRX62vH6Gz5xL48GMKAZOsVjJenkvW0oWA7Ecf884qyn48RI4L\nlxXBaESyWtXe5YCxdQJoRKrr/c91IaFEv72Csp9/Ivv1xa4vvL4wnSN0oWHU5eZcWUKoIxoRYHPn\nawmf+xKeve6kJvki2W8sJX/dWvsY6SBl0YWFE7lgCT5Dh1F66KBLAu8z8C6i33kPra+vnOzaOlIl\nT/EfO47I15eRv/YDUmc8a7fJBLz7DyTq7Xcp2rmd1KmT1PfoSlLzD5B5j1tvpyrplFPk39SxEx7X\n9yB31buAXOfDUlDY5OqHYDAQ9c57VB39s1kyX33hPKf73q56JqaOnajNzMSan4fGx4eEnftw69RZ\n2V+TfJFTd95GXWYGGk9PEnZ9jVvna/9H992Cfy9aiPw/jMbJrkUV2fx8bge5ZbJWzibBT6nebP07\nkOJqXZP9NBD7OH8PUosq2HYiFS99DqM6ZhPs7tpT+HCGB3vO+nP/NdlEeVch1Fnx3/gb/ut/cZKR\nVLYNJW36ACzB8nK2UFlL9KwvMJ3OciLFFh93YrZsJfi6ngAU5V7k8DOj8douR8ocNeuOkpXKuEAE\nq4TpYp7S1+VIbSzeZlLmDCZi0W70OU2vRsjnVkfiG2+rcjPx/OCZvPDNe3jn2gdSlXe9q383SkgD\n+UVcl1Wv4ax/yZi7dCVx5z40np4U797B+Yful4tH6fVEv/0u/vc9cIm7dY2cFcvkl54koY+KxtSu\ng5Kw5TPkHlp98DGiQzJ1C+xoIfL/e1D+x28kP/Gokv9haBVLzIrVeNx0i1NbyWIhd9W7ZMyfpxQ1\nMia0IWrpmyqXj0vBVlfHmSH9FavYBmi8fRR7RUGnI/DxpwidPltlIVuXm8v5cWOUY926Xoff6AfI\nWrLA/tt3QGMbW5CLRXn0uImSb79RyL3/Aw/hM2wk50YMQapy4bbiirQKAqLRqKwaqLziLwOCTq/y\nnzcmtCFszkv4DB5C1d8nyXp9sbz619CnwyRC0OsJnvgsIdNmUv7Hb5ck8ADV1dWYTCZsFgvJzzxF\n/ofv259TYBCxG7YgSBJnRw9XkWiNjy/Rby7H2Lo1Z0bdo36eroi747NqRj/fHIwJiUhATZLa3lPr\nH4D3oLuUa3e7rjtaX19KvtrTZF9Bk55FqquTrTSRbVNbrV6rJvNnz8hk3iHfwK3b9VSfPYO1qBCt\nrx8Ju/djbt9B2V91JonTfXrKkfv63Cxzu/ZXfK8t+Pejhcj/w2gg8stP/symU57M7d2ZZ3u2J70o\nid8v7qK0Sia11RaRPWf82HfOn1qrHBk36zTUWG0qm8oGJAZ6Eh/gSXlNLRrpDHe3zcSgdW5XWSfy\nyZFQwjyr6Z+QjyiALrWAsLe/xu1Euqqt1U1P5jN9KLkpQUmo9d16mODVB51cZGxaDf7vLyN22GPy\nZ8nKj5++iPjicvRZap2oTa9Vovs2nYaaaH9MDn7zlwObVkP61L4EffozhrTCy5oAqI53kM1YNRqm\n9Z3Iref+YHDS903q9xuvFIheXhgiIqk6YS8e5erF7XHTLcRv3YVoMlH190nOjhqqJDkFPTWRiPmL\nr6p4VOG2LVx4+H6kmhpEHx88b+lJcX0VWs9evYn7bBMaN7cr7vffjhYi//8ftqoqMubPI/vtN2Qi\nJggEPTWRsDkvK8WWHFF66CCpU59RPLg1np6EzppD4PinEHVNBzyczltTw6leN6sqhzaG98DBRLyy\nCGNca9X2sl9+4vz9oxTC7jtyNHV5uZQd2O/Uh+jhiejliSVdPaZ63n4HtdlZVP8tT1z0EZGEL36d\njDmzqTnropiRCg2jD2o7xCsk8I0rthqiYwidNQe/kaOpOHKYrKWLKN5pX6kQzWZ5slD/m/HqN4DI\nha9Rk552WQT+4pznyH99KRLQvcLK+WmTaLX4TUoPHeTcqKFYHZxgAh57gpDJ07j45KOU1XunN8B3\n2EjC580nbc5zFG3ZdBk3Wk/yrzJKL/r4YIxr7WRPKeh0eA8aYpdLXtMZz9vvIPv1JU325dm7D4ao\naPLel6U5rsh81elTnO7XS5Vs7HFbTyqOHsFWXIzWP4DEPd8o+RkAlSeOcbpfL6xFRYqnfUvl7xY0\nRguR/4fhmOyaXVHHxuNB/JHpiV4jMrJTBBNvEjid9S21FjnKUlSl44sTgfya7kUDrdRpBNoEeqHT\niBzLKqbOhY472kfPwIRUrgkucHK1ATiS6cGhFG9Gd8wmwK0ObBI+Xx0n6P3v0FSoK6EW9utI1mM9\nwSS/MLU5JcRM3+AUDZcA44RxdFy4WtmWnPo7p2dPwHfbYZXMRRLAZrJbYdYEeWK4RHS9MSQgd/T1\neP5yHtOFPGVbU4TeKaHVUUsPrOo5kgtafxZ+vVxF5sE5It/wf31UNIaoaHtlR2T/eMcEL5BffnGf\nbULU6bAUFnJ+7ChKDx4A5Jd77NrPmrTUaw5lP/3A2ZF3y4lnBgM+AwYrLxi37tcTv2nHVRel+rei\nhcj//0XZzz+S/OSjiv2eMT6RmHdX4979Bqe2NelppM2arnynAfzve4DwF+ejCwq+ovNaKyo42f0a\npQJzY5jadyRy4VKn5EFJkshZsYz02dORLBZEsxnP3n0o2btblWjaAHP3G6g6clgl1zPEtMLtuu4U\nbfkCqcHH/KHHsJUUU7R5Y/MXLoqIbm72PJwGCIL832WSVG1gIJaiImUVQBccQuiM2fiNHUfFLz+R\ntXShUngIZLmgtaoKqVKWPxpi44hc/DqCwUjKpCebJfCS1cr5px+nqFEScbcKK7+6aRDc3eicJFeH\nPXffCBVp14WF0WrNOsoO7Cdz0XzV8bqgYKLeWUldVhYpUyY6yZWcUF8E6moj84gibtffSMVP3zvt\n8rjlNmXcN7VpR/CzU0l5dqL67+RwXkNcPO7db6Dg0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3aiDw7h9IA7qU2xJ1mbu3ajsl5z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5ehZHguOdjk0M8GB0U7W+f4Qvxe+8TvaC+WCzofL1o9PXqy+qman2xHGSbxrrZIFnvP1uDtw3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WsBkWFJ08iIGcXGI8soqgtckA6MPY9GWzWlDYHZpsSwHEalzWZDwWdUNR8L+BwgzBDjV0Sr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\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Y774d34sbUuQuKmD+1r9ytnkLuS/uZmXTII+89HWEx/dz8/Y3M753qgD9112BIgm43zie\n/hhiFXpBoP/OOzHZwxj+ZwOComquNA+tZeAazZVG19pHyXc2YDzfNdKYa9TR9umr6Vw3l6Pvi1hf\nOsqNh7dh8Y9Mzp6F5fTcuRjPvFLq+8wcarVzsM2OUefgEX0Ls3/zQ2jTdhwCpS5tG/uKorTkPRqT\nvYxH1hU19RhVhagiIEvpx9sen8y2Bhebz7gIKxI6SSCc8FlkWwwMBsKEYnahRlniQ7NLGAyE2Hhy\nbO/1JaVuPrtqOrfOdDPob6Ohp4Ed597HKPXiyOCOIyBiMzrRyUbC0RBDgd6MTZqSqCPbWkRFzjxK\n3TMx6yenKVVVVYIRX1py7o3JYHyhi2welfRYDQ7M+hEduiVB7mI2ZKGTxrZa/HNhIj7ywYifsx37\nOdm6O76rCGA1uJhRuJxpeYsmbTckokTYd+4VznS8l0Sws0y5rK65h2xbccZzAyEf207/MUk6IwoS\ns4uvzNhMO+DrYnf9y7SnIeYV2XOZWbSK+s6DnGrbw3C1vSJ7Ltm2Eo40bUlrVamXTISiY++aTcQj\nfuwKfGapTaK5Qdozw1Hcz+0j56kRq8qBVdW0P3gtcs8Qpd9Zj64rWTdvqK6h5wt3IH/vPzE29aZe\n02ii4J+/TOcvH7t0qY1Op72qcBhdUTGuO++h42c/ubRrTQAFX32EvE99hpPXrclI5uXcPKa/8Tam\nmtpJfe4pIj/JmCLyU/hTIxjxsbf+lbjPuyzpWVJxC1U5i9jwfvOECL2qqlzofZ995zbEw6OsBifT\n8hZyvusoA/5OzMebKfmXl5E9ARSdRPsDV2No6cf1ykGEWBU9WOKi45Nr8CyrwmUtor/9HIU/20zW\n9ti2eo4bZeF0xDd2Jr0GRRbjlfie2xcQsRrIfXJ3irzFefe9dLa+j7zzWEqya+lv/4f8ez+KIAi8\numo1uYfSb88qskjPhzXv9ZJvvICpJbX5VYF4FX8w20nnp9eQv/FQvGdAc6W5TXNtCIQo/tHr2Hed\nSQiREui9eS6777uRrdsk7j38JgsO7UcabmCVRQaumkHXhxdxxFbB/hYbh9tsDAR1GGWF5aYWHtj6\nDOX7tTh0RSfRfe9SrbFMn1ppHStgqT8gEY6K2A0RDKOCn1RVe+8yEf9QVOC9Zjtv1btpGjClneot\nehlvQi9DrtXIUDCML/ZaZVHgphlF+MMR3jw9ogs266KUOfyUO/1UOPyUOwO4zekri1FFS5EVRRPV\nOTZU1cdQIJUAJMKos1LimsGMwhW4LAVjHpsJoUggLm3xjSLowzKYifhyDyOpeTSBnMcr6YYs9JLx\n/2xA1MUEQimqQnPvKU627kyqSMuijqrchcwoXIHDnCoLvBSEIgF2n32Jhu6jSVV2t6WQ1bX34jDn\nZTy3Z6iVraeexBMYIZR62cTKaXemleqoqsr5riNJ1fdhCIhMy1tIqXsmhy+8Rc+QtkOp5XpcRa+3\nlYbuo2nvQxTkcRu1ZVE/ZpDURK6RHuNr6vVNvRT+bHNcVhm1GOj42zUMLp9G8Q9exXok5okfq7BL\nWVlIP/4yTdtf03Zv03xvHDffRrinG++eXUnnTvy2BS19NhRCzskl++OfpP3ffjDx8y8Sprnzqfzv\nP3Dmw7dk1OYLej1Vf3gG5823TtrzThH5ScYUkZ/CnwuN3cfZXf9SXEtb7KxlxbQ7MepsrD/RlJbQ\nP7JuDisTCH04GuTIhS2caN0Rr2CVumbishZzsnUHakMzpY+8GHd+6fzrlfRfPZ3Spw5jfPNA/Dre\nK4ro+NSVRGZVIgDmV/dR8Ou3EYMRVEFAXL0EZcc+BEWNV72jBjmuY/fOLqbjr1dS/vUXUhpeTfPm\nYXroAbo+/Q9ICTIcFch59FEqP/XZtMmuUb1Mx9+sov+muWQ/tYecZ/amLBQUBFRAik1avTfNxbO0\nksL/2ISuT6ui9944h/bPXI2qk8h5YhfZz+5LauDyzitl2wN34a3zcOX2beQdGNEGR816um6cx/bl\nq9kZKOZouw1fWMKkg5VlQaocHVx9dBcl/z1iKem9oojWh9cRKk1NhR0NRYV2j476XjNWWDI7XgAA\nIABJREFUfZRpbn+Kb/zwcDoWV2we0LP1vJvdTVkEIhPTdbrNenoSbEHzbUZ84SiDgTDGWEPt2mod\ndn0/Vv0Aedb0hENRocOjR6/LotxlRxZDdAy2o5fGJ8xWg5PKnHlU5MzDaclMzkCTQ2h2i/0pDaTD\nj4UvunnUPkLS01TUDfLFNY/+X8OlJrv2eds52bqL+q5DSQujQkc1MwtXUuSsQZgE2U0g5GPHmeSA\nJ4A8ezmra+7L6CMPUN95iD3165O+E1mmXK6afn/a71ow4o/leIxU34chChI1+Usx6+0ca94av6bb\nWkxVznxOtG5Pa1U5XnUcQBJ0RNXx/lYurdlVFg3xHqq0UFQcm46R/9t3kYa01+SdVUzrZ6/F+eYJ\nsl/Yrx03nAQritj/3xc4Uu2l6MtPoO9I9YCXsrNx3nQb3f/7u+RzLwZ6PYRCSE4n2R/7JB2P/vvF\nnX8REIwmyh/9Bc3ffoRwS3PG+y34ytco+tq3JmU8mCLyk4wpIj+FPyf8oSF2n32RC71aIJNeNrGs\n6nYqsueiqrD+RBPf2XyUI61jE/o+bzu761+mM2bLJot6ZhWvIRT2UXdqCyX/8jKWWFNi33VX0Pbw\nOqoH8gj926+wHG6MX2dgVTWdf7MasaIUpb6Rkn99FeN5zUKTimKUtg7EQDhO5hPTYJUcBw1fup6S\n778SJ9FxOB3M3LqLgx+7FcOR+qTQkaUJya4qoBhlWj6/Ds9VMzHsuED5j15CDiVPdIoAYVcWhh5t\nNyLsttL60FpMZzrIeXIXgkqSlMa64zRFj26OO/SoQKjQQeOX7sDWM0TWs+9irhupPgezbRy6eiXP\nVF3NgcFsQlERSVCYmetlcfEA8ws8ONq7kytaZj0df3slfTfOSVsyT6zChyJwpM2GNyyxsMgzodCn\n0VX8cFRgf4udbeddyLo8jLLMoZbM7hmZUJKlRy/1U+bwU+H0M80dJNscyFj1bx/S0zpoIBARsekF\nHKYgBTa/5vozCukkQVaDk/KcOVRkz8VlKUAQBBQlii80mEDQ+1MkLxOJqx+BgElvTUvOhyUwH0Tz\n6P81XCqRH0Yg7OVMx35Ote2K7wyC1vw5o3A5VbkL0cuXH7TjDfSz/cyztA+cS3q8yFnL6uq7MWYI\nshrW3icWOobPu7L2I2nvrdvTzO76l+LV90TIop7qvEX4wh4au4/FHhWoyVuMIIicbt976XaR41Tn\nR6e+ThQmnR1/eOzQJbnXS/6v3yZrOKROJ9F931JCeVkUPvZmPERwuKpgv/su6h5YhO6Xz+F+8UCq\n0YAg4LzrHjxb3rpkqY0gy6iRCKLNRvb9H6Pz17+4pOtMFM4P38XA9m0o3V0IRiNqILUoYL9uHdVP\nv3jZ4VFTRH6SMUXkp/DnhqqqnOs6xJ76DfFKT5l7Nsun3Y5RZ0VR1LSE/trqfL55/dw4oVdVhbOd\nB9l/fmO8udBhzmNOydXUN+1D+MbPyNqmVbaG5pbQ9PXbmV59DQNb3sT42HPxkChVEum7cQ6d9y9H\nsFrI/q8tuDdoMiDFZEDViUiD/hEybzMiBsOIoSjoZPofvAXzU1vQj9JZqpJI7YY3aOuuZ/DjD6Yk\nuyp6iQvfvIOsa6+lwpvH4Mf/HrU5OXRFBTwzCrE0dCH5NXLff81Muu5bRsEv30qS0jR89TYkNUrJ\nd1/F0NQzooO36Gn51FXowhHcLx5ICpsKV5fR8KH7+KfAdLpCIAoqtdlelhQPsKhoELNOSasxHVxZ\nTdvfXxuPQ9c+D00mY5CUuD1kOAphxY7NECQ6VqUshmBEQBRAl6CD7xzSsbXBxc5GB0OhZNlOdbaN\nJaXZ1Pd42NOY2rcgCQrFWUHKYxKZckeAInsgo+98n1/PuV4DfX4ZQYAyh4jbPIjTlL6COBQSEQCL\nXhl1HYm6LgvtXhPXVhexuMSEPzQYl8BoCcQX1zw6mpyP2DFm/dmaR/+v4XKJ/DAUNcqFnvc52boz\nyeNdJxmYFpPd2E3Zl/08A74utp9+hu6hxKZsgTL3LFZW35lx0RCKBHi37umkyr4giMwsWMnC8htT\n9PNajsdeDjRsio/JiZ7ueslImXsWHYMNcbtOo87KjILlnO8+Rn8aq8qJY3T1/dKtJ4chi3pUVR23\n8m/dU0/xL95G6tLGxECpm+67F5P75O6UUD7zwkX0fO9vaD7/HhX//BSyN9WS2FBVjex04t2/T3sl\nOl1aD/eMiFXHRZMJ1z0fofv3v5v4uZcAXUEBEb8ftb8fMcuBIIqao04C9KVlTH9zG4aizP0a42GK\nyE8ypoj8FP5S4A0OsPPM87T2nwG0iWHFtDsodWvNmYqisuFEE98eh9AHwl4ONmzidMe++DHTchdS\nlFVD3dcfwv2UpncPlrho/M4dFM1aQ46lmDP/9WNy/3cHum6NgGsON4vpvXMJ5kMNFP50Uzy1NGo3\nIw2OVN3DVgMYdXGvYvnWtQS2bUceDCQN7CqQ9y/fpuihL7I/z4YYirDUG+XNP3yJ5Xd9FaOi49jt\nawntTpXRhJxmQqXuuHYzkmWi9XNrUaxGin74aoKUZi6dH1tO4U82YXvv/MhzSyI9N85Btehxbjwa\nr84DHKmcyW9m3MR7RTMpdZr56wUSM7Pb8QabkMQRUmo62Urho5vji55wtpXWB6/Fs6J6pNoeFWjz\n2Mk2B7DoY7sVqvYvXdV6NDqG9Aio5FpHJjxFhcNtNraed/F+p4XMmbUaXGY9H11YTrbZT11HPYLa\nTbnTT7E9mLQoSES/X6ax38RgyEqPL4JZF6U0K0ClK4BeSq0EhqMCzYN6IlERpylMtiVZUhVRIBwV\n0UvKRQVU6SRDih49KdRIn4X8F9o8+n8Nk0XkE9Ez1MLJ1l2c6zqcICsRKHbWMrNwJQWOaZctT+jx\ntLD9zLP0+zrijw3r2ZdW3Y6cYRHX5+1g66knk5KTdZKRpVW3MS13QcrxvpCH/edf41zX4aTnGW5C\nNcgWcmzFtA3Ux20p87MqcVuLONm6+5LDzMaX5Fwa2XeY8uj3d4x5jOgLkff7nTg3HIzr4PvWXYGu\nw4P1SHJOiS6/AOmxRzhoqafk68+lDwyUZbLWXs/A669pd3qxZD4GQa/H+eG76H3mjxd97kVBkrTd\ngGAQOb8AY0UlQ7uTe8REk4malzdiWzl2gFkmTBH5ScYUkZ/CXxJUVaWufS/7z2+Mb7NW5S5gaeVt\n8WrTRAl952Aju8++FA8yMchmFpRdT+f//AbDD36PEFWIOMxc+NaHkefN4toZH2PzwV9jfm4r2c/s\ni8d7h52aw41nUQXF//56PJ1UMeoRAyNbwRGLnlCJG/MprYouT68hcr4BgqEUMi+tXMSCN3YjCEJM\nWqFw+uFPM/C7/05LUX3TctG3DyDHdOiDK6bR+g/Xkf36adxPvoOgqkRNOto+ex2Gc11kv3wQIZqg\ng59VTDjfRta20/EqeliU2DRtGesXXocyzc3CQg8zcobItoRT5CDpfJgvrF2I59MrEKzauOENibzf\naaHU4SfPGvPvH6OpdRihqIgoFpBnN9Pa14hBHnlP+/wy7zY42d7gpC+QOZVUQCXPGoo3opY5/ZRm\nBVKaZYfhCUo09Jlo6DfQ79ehl1UKbEGmufwU2tPvFAQiIt6QHm9IxaKPYjNE0WdYFGRCOCrQ49fR\n59PRH9Axs6CItbXV2I3OeIV9MqQYU5gYPggiPwx/aIjT7Xs51b4Hf2hkdy7LlMuMwhVU5S64bDef\ntoF6dp55IamRWhQkphesYFH59YgZCH1j93F2nX0xyRbVZnRzVe1f4bYVpT5P/1l2169nMJbULYk6\nFCUSr9Cb9DaMsiU+1oqCRHXeEgZ87bQPnr+MVzj51XmHOY8BX9e4nvSmk62U/XwbUr0mMQq7LPhm\nFJK180zsVjSpjWAw4Pzht3lvtg/Tc+9S8Ot3ksb64Z/Nc+YRamkm0hPbKbwU7bwo4rjldvo3vHRx\n510KYvenLyvHfe9HaPvJjyGSvDAr+cG/kf/Zz1/0paeI/CRjishP4S8Rg/4edpx5Lq55txiyWFl9\nF4WO6vgxw4T+O5uPcngUoX9k3VxWVeaiqFFOtu7i0IU3497EubYyiuuC+D77VSRfCEUv0/ylm/Cu\nnsGVtR/hQs9JGup3kP30HlyvHI4T32CJi46Pr8JwoSfuOa+KQpK3cNQo41lZg2OLpvlXbRYEj6Zt\nVnRS/FoAEZuJxfUd6CwW9tp1ceINyRNAKMcWl+lELQaiX/oEuTfcTv/nvgz7NMeIQEUOfdfMIPep\nPUmps+FcO6E8O9ZjI1vxPoOJgyuW0XrTAgqn6XCaxq6aWXefJe+xLRh7tXvwleTT9vmrCVyhTfgD\nAYm6bjPT3D5cponZFg4EZPa32Oj366hy+5iTP5S0ePCG83jysJH9LRai6uiVgEqOJZwgj/FT5ghg\n0qWfFH0hkcZ+E0HFxaLSaorsZp44cJQsQw9VLn+KDAbGd8dJh6gCfQEdvT4dvX4d/oiBZeUVhKMm\nnjnSzfH2MEMhCRCQRYFI7Hszt9DJb+9dwfxi19hPMIVJxwdJ5IcRVSI09hznZOsuujwjFV29ZKQ6\nfwnTC5ZhM17eZ3+h5wR76tfHbX1BI9uzi69iTvHVaa0nFUXhSNMWjjVvTap+F2RVcWXt/Rj15qTj\no0qE4y3vcrRpJBTKpLclLVJMehuKEo0vEKwGJ6XuKzjbsf+iUnwvBxPR0uskEyadlcFA19jXCkcp\nePkYjj9sQ4j1Kflq8zE2dMfDBofh+oe/5+TdVfj27KXsq88hpvGcFywWjBWV+I9r/QWXWp3Puv5G\nBja9ftHnXSqMNdMp+eG/c+EfP0ewIblPw3nHXVT97gkEeeJSvikiP8mYIvJT+EuFoiq837KDg42b\n41u00wuWs7D8xqRKlqqqrD8+NqH3BgfYd+5VGntiAygiVQNuxM99H13nAKoAHZ+6kp47FpGXVUlV\n7gJ2n30Rub2f3N/vwPHOyfh1vTOL6L9uJjlP70XfqU2cicRb0cl0370Y90v7kfzhJLLvL8/G2NA9\nZrNr1KKP6y0VvRx3wbFecy2mf/0K5997HcM3fh2X0vSvrMZU34m+fSDJDz7ksGBqH3GS8GfbGbhj\nAX03zEExj10JjESh/rRC1W+3MPf4Ee2askTPR5ZplpI6CX/YQCBiwqwbyFj5HvmMoNunY/cFB50+\nNzdPl3AZz2OQRiqCQyGJnY0Otp53UpCVz7eun8u5nkF+snU/uZYhKmKkvdwZwKJPv2AIREQu9Btp\n7DfS7dWhqJBvC1GaFSDPGsJqiF4UOU+8/8SdhUgUunwWOrxOXj8t0+3VMxCQIeYilIgCm5Gvr5tD\nrtXIr3edZsuZVP2wKMBXrp3F19fOwSB/MGmKU0jFn4LIJ6LL08TJ1p00dB+Lk2cBgRL3TGYUrCA/\nq/KyZDdnOw7w3vnXkirtOsnAgrLrmVG4Iu05kUiI7WeepbFnJJtCQKC2YBlLKm5NWQR4Aj2xHA+t\nMVQUJGxGd5JcxyBbCEV88Yp9sXM6giDSFDM1mAwkavbT/XYilfti5/QUR6B0MDT3UfXrvQj7tfco\napRRjXrk/mRTA9u1a+l55F6aDr9D+VeeQ/Knb941zZmL/6g2riYmyV4MbFdehWfb1os+71JhmjWH\n6mdeovnb30iR9xhrpjP9rXfRuSa2IJ0i8pOMKSI/hb909Hk72HHm2biLgs3oZlXN3eTZy5OOmwih\nb+6tY++59XhiW9HWQcj/+h8xnNYCgHpvmUvbg9eCJFGTu4TG3mMEIz6MZ9rJ++278WZSgMGllQhR\nFdt+bes4ST4jibQ9cDXu9QcxjHJSid5/M+JTG+PkfrjZNeI046spIGtvcjiLYDYjfvFTnF3pwvL7\nTeT8cbfmSmOQCOc7MDSONLKqokDUpI876QD4q3Lpvmsxg6trYAySGAgLHGm3cqjFRtnWQzyw63ls\nIa0nwDurmNaH1xIqcTMU1Mwux3OaUVXo8urY3ZTFW2ddFGWFuKqij4WFg0k69YiaQ11PIY/vjSAJ\nkXiVvdzpp8IZwG5Iv2MQiUK3T89gUCIUFREEcBgjOE1hTLIyrqQnEaGojjaPxEBARhJVnMYwedZQ\nkrY9GBGo686icSCf104JhBXtlzU5NgrtZraf6yA6xtBf7DDztetms7jEzeO7z/DEgXP4w8nvYYnD\nzNMfW8OyWHLsFD5Y/KmJ/DB8oUHq2vZS1743ybvdac5nRuFKKnPmIUuZpWTj4f3WnRxq3Ew4OjIO\nGGQziytvSauFB20X9J2TT9DnG2mwl0U9iytuobZgSdKxqqpyoecEe8+9gi+kNYGa9XZMejs9CY24\niU40sqinImcuzb2n8IeTjQASMTZBvziMHSqlIdtazFCgj8B4rlCqSsm2Vqy/eBnRo42LEasReSh5\np8FQVY30i29xvGELpV9+CnnAnzQ3DENyZ4MSJdp38U5bw7AsWhJvpP1TwDR3HjNef5u+1zbQ+NCD\nKP6R4C/BamXGpq1Y5s4b9zpTRH6SMUXkp/B/AYoS5WjzOxxpeju2bSowq2gN88quQxaTJzxVVdlw\noplvbzqSltAvK3NyrPkdjjVvQ1GjCIEQZT/ahGWXVmHyLK6g+f/dimLWo5dM6GWTluioqlgONJD/\n23fjlpSqoHnIm+vaNc95SCLVrQ/fiG1XHfZEci4IlPzvH6j/wt+j6xxkqTfKhv/8DGVvNxF85Y2k\n1xKdV0P9Q2tQjTqKfjgSUhKxG5GGgvHFgIq2eBAT5DmexRX03LkY39wyVCH9mDQUEjnYavv/7J13\neCPlubfvGY16c5Hce7e3905ZOiG0ZRcSIIRUkgAnJydfCunJSQgn5YRAEtJzQiDAUpa6lKWud719\n11vce++9SZY03x+yZY0leW3jDSW6r4vrgtE7o5GQ3/m9z/s8v4fi1ghqes1EtrXwjXf+xoo2r5e8\n26il/TPn03vZElwIsypWHXKqOdYcyZNnIvHIAhtS+rggvZdEv9zzsXGRIy1manoMGDVuCmKc5Nic\nqITg7d09Mrg9IqIgIAhzi6rLsrcAt98h0TGkoaFPT+uQlp4RiZ5RNcNOFR/NF7k8ZxTneIOiuHfc\nLXCq3cThJivFbSYcbu9CKFKvId6ip6R9yskiN8ZCepSJNyvbcLhDi4fkCAP3XLyEqxcl8fCRWh4s\nLKOpX/m5t2bF8o9bthBrXpiOoWGC814J+UncHhe1ncWUtuyne3jK7lErGciJW0te/AaMWuu8ru3x\neDjZ+Canmt9SeN0bNBbWZ17rMxGYTlNPOYWVT/j6e4A3Rea8nJuIsaYqxo67HJxo3ENJ8z6fYI6z\nZuByj9M11Ogb55/uEmGIJcIQG7KR1MJz9ui8WtRhNyfT0l951qtp+5xk/PUo4iveAtDJTt/+qCwW\non/zS466i4n76t9Qdw0GFfMIApqU1JDNmGaDNicXR0X5vM+fK7r8AgreKmK8tYWqW29i9FTx1IuC\nQNpv/4j91k/OeI2wkF9gwkI+zAeJrqEmCit2+twaIgyxbMnZQbQpsEBrJkH/nUuXsjRO5ED1s7T2\nV4HbQ9wf3yZ6l7dJ1GiGnYYfXo/LZga8+ay+HE+3B+ubpSQ8fACx3Xtdt0bCY9QE+MfLwNA3PsZo\ncz0xD/t1btVoKHijEOPylQiCQMX2a+l76Xnfyx61RMcnN9F97SqMxY0k/c+Lvm1cWSUqClnBb/Eg\niQxfspKe61cxmGwO+h3q1CYSIhZT02tj56kx9lS0wfg4txW/yO3HnkdyT7Ytz6HtC1sVlpKhcLgE\njrVYeaUqisZ+PSnWUS5I72V9cj9aaUrU9o+qGHSqMGtcWPVz94SeDSPjIs39Wqp6DJzpMFHZbcDl\nUa5AJNHDktgh1ib1syxuUJEaJMsCHSM2ni/TcLzFPGODKZ2kwmbUKoR4XoyF3BgLe8pbGR4PvWuR\nEmnkmxct5paV6ewub+HHr51SFG+LAly3JIUfX7mCbLtlPl9FmLPwXgv5SWRZpmOwntKW/dR3nfaJ\nYgGRVNti8hM2EmNOnVfajcfj4kjdK5S17lfkwpt1UWzKvoE4a0bQ8041vsXxhj0K55kYSxoX5H0c\ng0b5e+wZbuVA1S46Br09OSRRQ4Z9OV1DzfQMB/rRAyRHFdA70s7QWGifdX/3mvn6yM+FdNtS6rtL\nZuW2k1HqRvrJn1F3TqRXCoKy26sgEPu971GySMZ896/QtPYr5mt/YS/FxuJqn9lNZyakmFhcHdPO\nn08x7WzfLy6BJSfLECWJpu99i/YH/lfxuu2220l78A8hf69hIb/AhIV8mA8aLs84J+pf43TzXkBG\nEESWJW+dKOoKFF0zCfpvX7KEJEsbh2teZHR8kKhnjxH3+zcRPDLjNhP1P7weR0bwtuuCY5yYF85g\ne6wIJgpa/bu9+qO/58uUaxtI/OkLvrxJ2ahjSeExDDm5is6uo9mxNP/XFTiSo7A/WuRLpQkW+fF9\nRpOBgavX0PaR/KDC26iNIMO+gjTbYqKMCYoJtuGNPdTf+Rl0Dd4t8XGbidYvXczghqzgb+ZHSYeB\nvXVRHGs1o5U8nJfWy3mp/cSYpqLvs3GuCYZ3raJGUom43E5UYuCH98jQ1K+jqkdPVbeB6h4DXSNq\ngsS+UAkeFvk1tPIvjnV7oKzTyKFmK8dbzDjcaq7KT2TM7eGVspZZbfSbtBJDfv/v82OtLI2P5NXy\nZnpHQxe0pUQa+cZFi7l9TSbHmnq448kDnGpVdsm8LDeBL5+fzyU58R/qTqv/at4vQt6fYUcfZa0H\nqGg7pMh1jzYlkh+/kXT7snn1CHB5nBysfp6q9iOK1BVvMORGok0JQc/ZX/E0NV0n/I4KZMWuYmPm\ntQpXHFn2UNl+lKN1u333HWmII922jJquEwqrzEm0koFYazoN3SXMFDX3T5F5N6k3szk3xpzGuNuh\nSDEKhWFcS/zD+9HufDPk3By54yY6b92M60vfRdfQ4333aSYJAKjViDodnsHQaUczIegNyKMTv5dJ\nR50QjZ0WAkGnZ/GhYnQZGfTveYWqWz+GZ3Cq2Fq3aDEFb+5HZTAEnBsW8gtMWMiH+aDSPlBHYcVO\nBiciOtGmJLbkbCfCELzV/UyC/p6Lc9EJxylvPYDxQBXJ9z6P6HDh1qtp+uZHGVobPGoFoBocJe/5\nZvjnCzA+YbsYRHRHf+U/KVmlJeKrv0Pb2u8bt27IW+wqCwKdN2+g86Z1SP2jJP7Pi75UmqDbsoAr\nNoLOa1fQd9mSgAJWi85OZswK0mxLsBoCc6572mso/frnUT/1pm+h0PPRFXTcthmPMfRcMOgQaBsy\n0jcmoVW5SDA7iNCPzyrtZhJZ9ha3dg2r6RrRMDIuohZlTFo3NoMzID99ErespqpbT2mHN+Je26uf\nMWIuCjL59mHWJPazMmFQUSTrkaGiy8ChJitHWywBzaUmyYo2YTNpOVAfGDlUCcyYFw9QEGtlTUo0\nz51unLWgf7u6nU88uo+Oafm3+bFWvrQ5l0+sysConX8OdRgv70chP4nLPU5N5wlKW/b5bB3Bu6OW\nG7eO3Ph1AZHx2eB0jbGv8qmJ4tapz24zJbEl58agc8XQWB9vlf1D0YhKJapZlXY5BQmbFGPHxoc5\nWrebyvYjvmNZsauxmZI40/yOrz7Jn2hTIi63i36Fx7syJcY/3/7sPvPvDo1oICk6l5rO47MYLZDR\nZkD4/m98/TWmY1i5GvEHd9P15a+iq/YWBTvtZtSdgwHReVVUNO55doNVROEn/l1lseIe6J/5vPki\nCKTe/1tiPvVZxtvbqPz4doYPFk3djslMwTsH0OfkKk4LC/kFJizkw3yQGXc7OVr3EmWtBwAQBYmV\nqZdSkLg5ZPt5WZZ5/kwTP3z1JMebpx4qW7Pi+PqFsYyOvcPw8SOkfPcZ1L3DyKJA6xcvoveq5cyU\nbxnVJ5G1s4zhp3aFvF/rbZ/A9R8303HrpzCe8W45rx12sz/BRP1/b2MsOw7TsQaS7nsBVX/wfHGA\n0azYqQJWP8UbaYgjK3Y1abYlQXNrB8d6qO44RuPOvxH9wAu+BlZjqdG0/MdljBYERuXmi8sDQw6J\n7hE1HcM6xmUbrYNajjc7MGtdZESNkhk1QlbUCFGG4FvZ7UMaqnr0VHcbqOo20Dtm4NLcBC7PS+T/\njtRwoK4z4P+GgEyObYQ1id5utNOLciu79RyeEO99M3jTT8egVhFj0lHXG1gUp1eLjI7PvI2dF2Nh\nY7qdJ0/UMxBk12aSSUF/84o07nujhJ++cYrpwbsIvYZPrc3ii5tySI8OnkIV5uy8n4X8JLIs09Zf\nQ2nrfhq7S3wRZVFQkWZbQn7CJuzm5Dlfd8w5xN7KJ2jurVAcj7NmcF7OTRi0gYuElr4qCiueUNhc\nGjQWtuTeSLw1UzG2vb+OoupnfJF4rWRkVepleGQPJ5veUFwDvNHyuIgs2vtq8BBcpAsIiKLky/mX\nRDUuz9ztGyevdrbc+ayY1TT1likKkkNhVUehe2QPUX9/C9EVOBeoY+OIuv9n1P/wHnQl3gDNwIZM\nzIdqFdbDgDeS7nB4Ix4w/zSZCUccKdqGZ3QEz0joZ8q7wbL1YrKffgFBFGn5+X20/PA7Uy+KIhl/\n/QfR23b4DoWF/AITFvJhPgy09FZSWPmkz0Eh1pLG5pztmHXRIc8JJegvyorl7s0wXPMSCd96zBdl\n6dq2mvZPn+/dFg3hhiAKImvGCnD+7CGchQeCvq/uysvI+scTHNi2CePbZ1g36GLX/v8hI2EN+j8/\nT+8v7w95z4Nr0um6YQ0jS5Mn8lUEok2J5MSuIdW2GJ3aqBjv8XhoH6iltrOYhu4zuNrbif/t61gm\nmpp41Co6P7ae7u1eS8n54pFh0KGmusdCUYOB6h49/Q6vSDZqXGRGjZIVNUJW9AjpkaNBGymNuwVq\ne/VU9+ip6jFQ3W1gMESUHMBu1HLt4mScHpmniuuINQ2yNskr3iN0SqFc26vjcJP6f16KAAAgAElE\nQVSVw80WekbffVdUk0bFkDNQbJg1KgaDHPcnyWpgfaqN58404pwhnD8p6FclRnHHkwcVv9FJREHg\no4uSuGtLHhdkxobTbubIB0HI+zM41kNZ6wEq2w4pfNnt5hTyEzaSFr0kaHrhTAyN9bK34nHaJ3p2\nTJIUmcfm7B0BfvIAJc2FHK1/RVFEazMlcUHeLZh0Eb5jHo+bkpZ9nGjY44umx1jSWJt+FW39NZxq\nekuRPgSgV5vRqY2KXYjp+fEalR6ne9T3GjJndaeZL3ZzKpJKTWtf1VnHioIKW7cK/X0P+3ZT/RE0\nGuJ+ci/1jz6E5ph3Du6+bg3Go9XoGgL/vgWNFtk5kaaoUnnF/Bx/r5Ne9apoG+poG2MVM9htvou8\nelVEJLkvvIJx+UqGjhyi/KrL8AxNpQnZbv8M6Q88BISF/IITFvJhPiw4XKMcqnme6o5jwKR12kfI\niVs7o8AJJeivzIvktpw6or/zK0zH6gAY2JRN0/+7ElmnRisZcYSwLIu3ZrKqNZbab34VymsCXhdW\nLmbVm0cRVCoEQcDR2kLZdVfiOHUqYKxHJdB/0SK6r1+NI82GgIjdnExO3DriIjJwukYZdvQz7Ohj\nxNHPkKOPvpF2Bsd6GJ982HtkInefJPYv7/g61g4vSaLl7ktxJs+/GU1Dn443aiLZ1xCBRxYRkMm2\neVid6MKo7iY1Yph4c3Av5b4xic5hC1ZDMidaNew6PYTDPYf8HGTSIsZYm9TP+uRBrDrl+zT06Tjc\nbOFws5XO4Xcv3oPF70QIkA8C3uj9ZKGrf88Af8xaieRIIyVtM297J0cY+NrWRXQPO/jJntM4J6J3\nOknFmGtq0bAkPoI7N+dx86p09Oq551D/O/JBE/KTjLudVHcco7Rlv8K/3aCx+NJudOqzF6n70zfS\nzt7yx+kebvEdExBIsy1lU9Y2JEn5N+TxuNhfvYuq9qP4/7ozbMvZmHM9kjg1ftjRx8Ga52noPuO9\nriCyKGEz+QmbqGw/zOmmd3xCf5IoYwL9I524Zf+I+9RfoYCAWtLhdHkFvVYyBCwKFgqVoCYnbg3l\nbQdnldJj1dkRnnuD2IfeRBoJnP/sn/8iHWcOIBR6n1U929biNKqJnWg06I+g0SA7J64hCEjRNlxd\nMzeymo6g1SI7HIiRkURcfBk9Ox8LOVbUG/CMzvN7FATiv34PSd/+Ae7BQcqvuYLhQ1MBLW1uPouL\njjIuy2Ehv5CEhXyYDxv13WcoqnrGtx2aEJHNpuwbzmrjFkrQ37JY4OaXfkXkbm/B10huHA3fvw53\npBFJ1OKRXUEnd7Wo5cL8W5Cff5PG792DqlNZwOiKi2JtSROSVsshszogEuLWqOi5bjU9V6/AHW3G\noLFi1kcj4PWhHnb0Bzz8gqFp7CbhV6/6UnncJi0dn9lKz6UFZ21dKgreTqT+Lg5ayUB27Gpy4tZR\n1+vm+VPHKGmtINY0QGbUSNBOqdOLUqt6DHT7FaVqJZELMmO5alESL5e18EpZi6/zqRKZJIuDtUn9\nrEnsJ8ak3FZvGdBS02unqsfOvnpnQErKQhBKmAcbp5VExia22TUqAZtRR+vAaEDTeYNGYtjpCjjf\nf1xyhIFPrMnklbIWjjR6c2gjdGqiTTqqu6YiX1EGDZ9dn80XNuaSHKncoQmj5IMq5CeRZZnWvipK\nWvYpGhuJgkSGfRn5CRuDOnrNROdgI4UVT9A/OiUWBUEkJ3YNazI+ijSt0HbEOcBbZY/6unBPvv+K\nlItZknyBYmxjTxkHq59lyOGtUTJqrazNuJoYcypnmt+hpGWfYi4VBXGi2ZTyXvyj814BP8rkX4vC\nYWyBybavoX2wloGx4Lnw/qgECalvBPsDL2MtrAh43XzBVsZU44y/vheAniuX0b1jPanfeAzNWRb3\n+iVLGT01N/tOQadHHhtFNJuJ/+o3ab3vx3hGggeiJLsdV+fcFgvK+1tG3itvIlksNN/3Y1p+9L2p\n+9Dryd53lCpvUW9YyC8EYSEf5sPI2PgQRVW7fN0K1Sod6zOvJsO+4qzpB8EEvSS4+Ovgk2Q/8goA\nzlgL9T/ahjMl2nf98RAPj+zYNaxLvILKX32fgZ/dj+hnSehf7DqJWyfRcctm+j6yFI9+/pFkwenC\n9sQhbI8f9L1n/3m5tN2xFVdUoMATBRVRxgQMGgsjzgG6h5sVD0y7OYU021I0kp7uoSY6BxroGW4N\nuqU94hSp7jF489t7DLQNmkiMsNI6MEp3kAiVPxE6NTevzGBzho0HCys4UN9FjGmUtYkDrEnqD4jw\ntw9pONxk4VCzleYBLf5lwUlWPV3DDp+YXmjUKoHxs1S7CoAkCoxPrCrMWonliVGcbu2jN0TnR39E\nQcDj90xJsupZk2Jnd2mzLyJ/aW48erXECyVNuCfeRyUKXLckhbu35LExzR5OuwnCB13I+zMw2kVp\naxFV7UcUjaBiLWnkJ2wiJbpgYmE+O1p6K9lf9bRPdIN3jihI2MTK1MsDOr529NfzdsU/GXZMBSx0\naiObs3eQFDVV7OhyOznZ+Canm9/xifakyDzWZV6NSpAobnyd8rZD+C9jtZIel8elSOWZ7kCjU5t8\nwRuNZGDcNXZO0m2sehtRpkRqO4vPPhjQqk2oC4tJ/NlLSEMOxWuajEyk7AxGXnkNgL6tBXR9/Xqs\nf3oF25OHQzrhgLc501hNNfIcXG4mnW1Eg4HUB35H269+EXJBoElNe1f+9oJOR9Y/niDi8isZPllM\n6YWbkB0Tz8j4BMTHnoGwkF8YwkI+zIcVWZap7SzmQPUuX4QmJXoRGzKvQ685+7azLMu8UOIV9Mea\nvIL+7sHXuWnnPxHH3bhNWhq+cw0jy1IApavCdAwaC5ct/iz6UTj8hW2oX9rvk5trh71C3qORaP38\nBfRdvpTpli06tQmj1opebcblcTIw2hVQLOaP/kwzCfe/4su7HLeZabnzYobWKwvSjNpIsmJWkWDN\npGu4iYq2w4qtepWoJtqUgCRq6BtpD/meFp0NuyWFGEsqdnMq++rGuXfPKQ43dgdExaMNGqKNOqq6\nBmaMmMcYHVycNcrWjGEElLsZ3SNqDjV502bq+3QE9/RRMj0VZSFR+wn1UAh4Rbl74vlgN2m5ZlEy\nhbUdlHWE/n85yXRBH2fWYdBI1HR7xUusWccPLltOXe8QfyyqpHtkSjSsTIriri153Lg8De0M3X3/\n3fgwCflJnK4xqjuOUtKy3+foBd7od178BnJi16JVB+a9h6K+6zQHqp9VdGOVRDXLki9iUeJ5AYK+\nvPUQh2tfUMyFkcZ4Lsy7BYt+qmapb6SDA9W7aOv3ph6qRDXLkreyKHELI84Bjta9HNA0ano6Y7Dc\neZfH6VsgGDURDDuVc8dCICCyOGELZe0HFIumUKgECXlkhIRf7MZSWKmYrQSjEeOGjQzt8Yr5gU3Z\ndH37JtyNTaR98wnU3aE7zqoTk9AkpzB8YH/IMQH3PhGZFzQaMv/2CAN736bjdw8GHatJS8fZ2ADu\n+c+bUR+/lfSH/ow8Pk7JxlWMlZdBXDzi47sgLOQXhrCQD/NhZ8QxwL6qp2ju9Xa/06mNbMi8jlTb\n4lmdP13QXz5yim89+zvUA6PIKpHmL19K/yXea83sUyywKvUyliRfQOuxvTRccgmCw+Xt7PpflyLe\ncjVRpgSM2giMWisGjRWjNgIQqO44Sk1nMYNn2dIVhx3E/uUdol70Rot8lpKf3KKwp4y3ZrIy7XIE\nBMrbDlDbWaxwf5BEDW7ZFbQBi0qUsJmSsFtSiTGnEmNJCZmPO+Jw8ZPXT/HHA5V0DQc+8OLMOlwe\n2fdatMHJmsQB1iT2kxap3OEYcmow63N4vUrPP4uH8cjvvwizKHjFoXsGUS9M/DP5zSZZDdy8Kp0D\n9V28XX32pjDT8/Ij9GpGnG5f7vz2Zancd9VK9lS28uDeck62TkVUY0w6Prchmzs25hBvmb2Y+7Dy\nYRTyk8iyh+beCkpa9tHSN9WxVCWqybSvID9hI5HGuFlfr6LtMEfqXvLlpIM3jWVV2hXkxq9TjPV4\nPByqeY7ytoOK+TAlehHnZd/oy7eXZZmazhMcrn3RF0236mNYn3kN8RGZ9I20c6D6WZ/Y9yJM2E+6\nFMf8I/h6jZlRp3fhIYkaRFGluO+FIjEiF6d7hM7BwMLWYAiIGIvKSb73RcRpqXTGDZsYLvJ2ix1c\nnUb792/CJcnYH3iZqBeLQ4YqBJ2OqG076H704VkXwgqSGtk1jiBJpP/p74h6PdWf/DjyaOB3JCUm\n4u7ufld+9Or4ePL2FKJLTaXuK3fR+dyusJBfSMJCPsy/A7IsU9l+mEO1L+ByeyNFGfYVrMv8KFpp\ndoLGX9CP157i/pd/iaHFG/HuuHkDnbdsDOh8FCzlJsIQyxVLP49WMjA2OozeYAoQE30j7ZxpKqSp\nt0wRCZsJ875K4n/7OuqJCO1Yms1rKZkf7xsTY05lafJWRhz9nGnZN823OTh6jZkYcxoxExH3KGPC\nnBvSyLLMO9XtfO+VYgprOhRLnQjdOKsTB9iYMkhqhDL61D+m4miLhcNNViq7DcgIaCWRzekx5NjN\nPHykliHn2bswzpbZ+MLPFkkUQuT5e5meA59lM3PLqgwO1HfycllLqNNCopVEHBMpRDajlvuvW8OO\nZansre3k13tLee50ky+iL4kC25elcvd5+axNsc35vT4sfJiFvD99Ix2UtuynuuOoYsEeb80kP2ET\nSVF5Ie16p3O66R2FCw14gyNr068mI2aZYuyYc4i3y/9Ja3+175goqFiSdAHLki/yRfMdrhGO179K\nWetBJv8qMu0rWJ3+EfQaE52DDRRW7JwxV356EEUlqhEQfPdp1kUzNNYz72ZSoZBEDVmxqyYskM9+\nbQEBhsdI//rj6Ks6FK9ps3NwVHrz6YeXJtP4g+vRWm14TpWR+p2nkAZCi+mobTvo3/s27ukdXkPe\niLdpFKJI2m/+gOWCrVRcfxVjpSWBQyMiENweRcMnJAlcc5h7RZGUn/+a2M/dwejoKCUlJRAW8gtD\nWMiH+XdicKyHwoqdtA/UAt6Ul03ZN5AYmTPra0wK+geef4uvPPldosu80Zi+C/Np+c/LkDVKkWvS\nRuJyjzPmmvIiFhDYnL2dzNiVCIKAx+Ohta+aMy17ae+vmZM3stQ1SPxv38Cyf8pSsvfW82i7fjlM\npFFEGGKJt2bROdhA91BzyNxRAYFIYzwxllTvP+ZUjNqIBc2vbugd5qF9JyhuPsay2F6yokcUNbdD\nThWn2qzsazBT3mWcMfJu0apZlhhJbdcgTQMLF3E7l2k4Z2NJfAS3rMrgzaq2eQl6/wXCNYuT+c22\ntcRbDNT1DPHbfeX8+WAVfX65+etSbNy1JY9tS1PQ/Jul3fy7CPlJHK5RKtsOU9ZapMh9N+uiyIvf\nQFbsarSS/qzX8Xg8FDfu4XTTO7j9IuMGjZWNWdcrcuIBugebeav8UUWqj1YysDHresXOaNdgI0VV\nu+ge9hbma1Q6VqZdTk7cWkRBpK7rNEVVz0xzC5vZD16nNjI27h0vCipM2shZFavOlQzbcloHqn07\nAWdFlrH/Yz/2R4oU0XaV1Yq731vsOpIXT/2PtmGOSaF/uI3En+/G+kZpyOi8fslS1PGJDLy6e873\nn/Lz+7F/+nM0fv0rdPzhd4EDNBpUBiPuvqnfjW8xMBMTXvaTGFasImP365SUl0NYyC8MYSEf5t8N\nWfZQ0rKfY/Uv4/Z4H0I5cetYk34latXs/wZkWeb54xW4v3kzSfu8jjbDS5Jo/O41uM3Kh6FRG0Ga\nbSklzXsVESGL3s621V/lr3u/wdmiOWqVFrfHPbWl7JGJfKnYayk5UUDqWJFJw5fOx5kUNXGODlFQ\nhbTJlEQNsda0iRSZVGzm5Dl9B3NhbHyYhu4z1HaepK2/WvE9jIyLHG+xcKjZQmmHCfeEeJ9eKDoT\nUQYNBo1EU9+UddrZW77MjCR6dwCGz+INfy5Yl2Lj5lXpvFTaPC9BP0mkXsMvr13NrasyEASBYcc4\nDx+t5cHCMkrbp9wx4i16vrAxh8+uzybGfHYx92Hg303IT+KRPTT2lFLask+RtjIZXc6L30CEIebs\n1/G4OFz7EuVtB/D4RcctOhubsm8g1pqmGF/dcYwD1c8q8sqt+hguzL/Z15HbI3sobz3AsfpXfONs\npmQ2ZF1LtCkRWZY52fQWxQ17Zt3dVUBAUml81zNpI3G6xnxe9AuFTjISbUqkuS/QpSYUhlONpHz3\naVT+XZ/9/NxHM+zU/+QGDHEpjDoH0RyvIuUHu3xz/nREs5nom2+j8/e/mbPnfNIPfkz8f32d3hef\no+rmHUEj7qqISKWYn3a/gSeo0C9awujJE75DQlIywiNPQljILwxhIR/m35W+kQ4KK3bSNeSNqJt1\nUWzO3k6sNX1O13G73ey56yai/v4MAI7ESOp/tI3xhAjFOI2k54K8j1Pc8IZvRwDg9i338de9X1eM\nVQkSdnMqNnMiQ45+mnvLFA8/bX0X8fe/hrHEG7nymA20feY8ei9dFJDe44+ASKQxjnT7MpKj8rDq\n7d6GKucIp2vMK967imnpq1JshUuihuTofNKil1LVY+GBwipeKGkK+eyZrSgXAJNWYtCve+r0QtH5\nEKFT0zc23y6S82drVhwfW5nG06ca2V3aPO/rXJaXwB+2rycpwutYJMsyeypaeaCwjJdKm33fu1YS\nuWlFOndtzmNF0vx7DHwQ+HcV8v70DrdR0rKPms7jvsAGQEJEDgUJm0iMzD7rHOHyOCmq2kVNx3HF\nAj3SEMfmnBuJNk2l93k8Ho7W7aakZZ9iZzApMo/zcm9CI+kAr63l4doXfe4wAgJ58RtYkXopGkmH\ny+2ksPLJgILYmVCrtIy7nUzOJDZTsm/+X0hSoxfT2FM664WG1DVIyvefCUi1mcSRHEXdvdtRxcWi\nkfQMDnWS/KNnMR+sDhmdj/74LfQ89yzy0OxdbQDivvoNkr73I5xNjZRsWRfUs14wmZCHpnW7nRZ5\nVyBJJH7/R7T86PvejrXhYteFJSzkw/w745HdnGp6mxMNeyZEpsCixM2sSL0USVTP6VqnfvM9Ru+5\nF8HtwWXVU/Wt63AvTVCMEVFx8aJPIogie878DbdnnNu33Mc/9n8XuymZrJjVxEakI8syJS17KWs9\nqCjqEpwubI8fxP74IYSJ1I/+83NpvWMr7hk8w6OMCRQkbCYjZtmcLOjmw7jbQWN3KbVdxTT3Vige\nZipRIikyj3T7MpIic5FUSnvNmu5BfruvnL8crKJ/zN9qbn6RdXFi51f2+2+BKeeY+aCTRMbd8ru6\nxny4qiCJG5en8uixWnbPM0Kvk1T8/OpV3LExR5EuVdU1wG8Ky/nroWoGHVPf++b0GO7akse1i5OR\nVOduwfdeERbyU4yND1MxkXYz2SEbwKK3kR+/kayYVailmTWCwzXCvsqnaOguwf8v1m5O4bzcGxWd\nth2uUd4pf8xnQgBTjaL87S1b+io5UP0sA6PedBi9xsya9KtIty1FEAT6Rzp4q+xRRSfYs+Ffu6RX\nm1CrdAuebqNTm9GotLO+ruB0Efe7N4jaHXxh4oyLoO6nN+CKj8JuTqFjoA7jwWpSfvI8oiN4rrph\n6XJkj4fR03PznLd/9vOk/vJBZJeLsksvYPjwwcBBWi04zu7Y40MUyXvtbZq+ew9D1VVhIb+QhIV8\nmDDQPdRCYcUTvoeBVR/Dlpwd2MxJc7pOzQt/p+PTX0A17MCjVlF+91U4tuagVinnhE3Z28mOXcXA\naBdWg90nJgZGuzhe/xp1XScDirIMp5tJuP9VtBPNgJx2M613XszQOqWl5CQalYGc+DXkxq1VPEDP\nBS63k6becmo7T9LUW6qI7ImCisTIHNJty0iOyj+rGAAYcozz8JEaHthbRnnnVIGVTlLhdHtmjK7P\nVvTr1SpGx99dysxCFsfOlptWpHH9khT+UFTJnsrWoGPOlrqaEW3ixc9sJSdG2SRtcGyc/ztczYOF\nZVT6NZlKjjDwxU25fHpdNtHGD89zIizkA/HIbhq6z1DSsl/R5Emt0pIVu5r8+I0KG8lgjDgHKKzY\nqXDLAYiPyGJLzg4MGovvWO9wK2+VPaooZFWrdGzIvJaMmOUAuD0uTje9TXHjm77ARnxEFhsyr8Wi\nt/mshouqd4Xs5zEdUVAhI/t2CWMsafQMtcyqyd5csJmS6BpqmvX4yN0niXvwNcQgE4vLZqH23htw\nJkcRa0mje6gF18gQqd/bhbG4IWh0XjSZMG85n/7dL87pviM+cjVZj+5EUKmo+fyn6H7k74GDfFH4\n2Yda8t85gJiVQ2llJYSF/MIQFvJhwnhxe1ycaNjD6aa3kZEREFmafCHLkrciirOPYrcfL6R6+zWo\nJ7rzNXziQg5etJmCWGU+ZkHCZtZmXIUgCHQONHKo5nk6BusDricOjRH7l71EveRnKXn1Sjpu26yw\nlJwk1pJGbvx6UqMXz9ldZi64PS6ae8up7TpJY3ep4gEoCCIJEVmk2ZaSEr1oVgV0wfB4ZF6raOXX\ne0sVeeKSKBBj0tE2ODqjF/1sHi9mrcSQw7XAXhbnFlGA29dm8dGCJH7y+ikONXQHHWdQqxiZYbGy\nPCGSnbedR4bNojju8ci8XN7CA3vLeLV86nvXq1XcvCqdOzfnsSQ+cmE+zHtIWMjPTNdQE6Ut+6nt\nLPbbWRNIisylIHET8dasGQvhB8e62Vv+RMC8lhJVwKacGxSOYfVdp9lX9ZTCJtKsi+aCvJuJNnl3\nNgdGuzlY8yzNvd4c9EkHnCXJFyCJasZdDo7WvzxrBxlQ9v+QVBpspqRpdpfvHo1Kj4xnVp7zAPrS\nFpJ/9CzqnsDaJtmop/pn23FkxGDVxyAg0DfajuXNUhJ/sRsxRPM7y8WXMrDn1Tndt75gMQWFhxA1\nGpr++/u0/vS/Qw8Ollqj08NYYB1CxqvvUOfVm2EhvxCEhXyYMEo6BuoprNjp2xKNMiawJWfHnDyX\nB5uqKb72IrRl3khM7xXLeewjn2V1aj0GtV+euCqCWzd+MyBHfhJzYYXXUnJiQh9Ls9Hyn5cxmhuv\nGKdWacmMWUlu3Lo53edc8XjctPRVUdtVTEN3iSL6JSAQZ80k3e4V7zp16FSf+VDROcCDe8v4vyPV\nDPltJWfbzGhUImfaQ7c1VwlnT6cxaSUcLg/j7tl3gxQFZlxInGtUgsDnN2ZzcXY8X33uKDU9Q0HH\nJVkNNPWPBH0NIDXSyH+eX8CNy1MDCl1L2/v5TWEZfz9Sw7Cf1efWrDju3JLHVQWJqMQPZtpNWMjP\njlHnEBVtBylrPaCww40wxJAfv4mMmBWoVaG7UPcOt/JOxRP0Dk/tIAkIZNiXsyHzOp+v/KQbzqmm\ntxUpefERWZyf83F0GgOyLFPffZpDNc/7GtSZddGsz7zG5z7WM9TC/qqn5xQJ93rTe98z2piEwzWs\ncPZZCPRq86zthKWeYZJ+/BzGM0HqYiQV9d+5mqF1mWglAzGWNBp7ShCHx0j71lPoylqDRud1ObmM\n1dfNKSVGtFpZvP8o2tQ0Wu//BU3fCv6sAq+n/XS/eTE6GsZdeAb85udwjvzCEhbyYcIE4nI7OVr3\nMqWt3o55oqBiReqlLErcMmu/ZedgHwdv2orubW9+4tCqdPp+8hBHuk6QFdXpq0kNVuwaOaQm9jev\noXrzCOC1lOy8eSNdN6z2WUoCRBsTyY1fR7p92Tlzm/HIbtr6a6ntLKah+wwOl78gFIi1pJJmW0aa\nbTF6jfmc3IM//aNO/jaR/jHZ1RS8YnVlUhRtA6McagweoYaz+7vrJBGNSmQgRN5pMN5rQS+JAreu\nzmBNcjTffPG4or5gEqNGRa7dyrHmnpDXEYALs+K4cUUa1y9NIcow9ZvqG3Xy10NVPFhYRp1fpDA9\nysSXNudy+9osIvShxdz7kbCQnxtuj4v6rtOUtOxTFIlqVDpy4taSF78Bky70Tk1Hfz2FlTsVeeOC\nIJIbt4616R9BnNhBdLrGKKx4goaeKU9zAYHc+A2sTb8KURQZdzk43vAapS37fUWzabYlrEm/CqPW\niix7qGw/wpHal3ydvc+Gv5gXBJGUqALqu0sghF3vfBAFaVozq9AI425i//gW0c8dD/p673VraPnM\nFgSVinT7chq6z+DyOIl44QQJv3kdIchvWzSaEHQ63N1zqAkQRTL++gjR27bT9uCvaPzGV0MPNVuQ\nR0eRXX4NBmNisF59Hd1/+r33QFjILyxhIR8mTGha+6oorHySYYe3zXeMOZXNOdux6GfXRMfjdlH0\npWvR/ONlwBtRT3zkYYplC90Du5BEmdu33Mf9e+7hSLOF021Gluw9zGeLnkI7EdkYWpZM692X4kz0\nPiBVokS6bRm58euxmZIW1ON9Eln20D5QR13XSeq6Tvu6Lk5iMyeTbltGmm0JRq01xFXOLW6Ph5dK\nm3lgbxmvV04Vuhk0Kq5bnEK8Rc/b1e0cDiHqRcHrZhNK1AtAtFFD97DzA5N2IwoCl+fGE2fR87fD\n1UEXF9k2E9l2C69VtM24+yCJApfkJrBjeSrXLErGOiHS3R4PL5Q08+DeMt6omvrejRqJT6zO4M7N\neeTFvje/ibkSFvLzp3OwwZt203XSl2cuIJASXUB+wiZiLekh56am3nKKKp9h2NnnO6YSJBYlbmF5\nyiW+Qtf+kU7eKntEUcgqiRrWZnyUnLg1gDf6XlS9i87BBu/rKg0rUi4lP2EDoqBibHyII7W7qeo4\nepZPNJWI5y+2LXobBo2VNr+mVguBSpAUHvwzYX3tNAn3vxo0bWY81U79N67EkW4nKTKPEUc/PSOt\niH3DZH/xYaQQu3TqxCTGm2e/YwEQecONZPz+L3T88XczinlVtA1BFHF1TrnwqGw2cl54ldLNa8Fm\nDwv5hSQs5MOEmRmna4zDtS9Q2e6NjkuimlVpV5IXv27W1o2Hf3on8k9+j7+Ri28AACAASURBVOCR\nGY8yYv7jLym4+JPsrT7Ohblr+PjD79B4+Bh3vPIg2U1ea0qXSUf7586n75LFIAgMjxtRqxexMmU9\nK5LiFjydQZZlOgcbqesqpq7rlG/bepJoYyJp9qWk2ZZg1r2/bAnPtPXxYGEZDx+pURSwXpwTz/al\nqXQMj7LzRD0nW/uCnq9ViYx7PCGj6hF6NSNON845pN281xTEWnDLUN4xEPT1j+QnEGc28M/jtTPm\n0YPXkvKy3ARuXJHGVQVJmLReR6dTrb08WFjGP47UKhpoXZqbwF1b8rg8NwFRXPiF5kIRFvLvnhHH\nAOVtByhvO+hrvAQQaYynIH4j6fblSKrgDmA1HcUcqn1OcZ4kaliecjGLk87zHWvsKWNf5U7FOJM2\nkvNzP4bdkjIVfa/b7cuxjzLGsz7zOmIsKQC099dSVL2LvpFZdj6dRrptKa191YyF6MlxrtFVtpH8\nw11oOgOFuSyKdO1YS+fH12ONSCTKmEBNpzeKn/Lfz2MqLA+aaiPZYxRiezZIMbHk7X6d/tdenlHM\nS3Fx6DKyGNpf6DumslhZdPA4fSVnaLLFQFjILwxhIR8mzOxo7Cllf+XTvhzH+IgsNmffgFEbcZYz\nvZz+5/8ydPc9qEbH8WglhJ99jbWf+iGCIFD2rbvpf/AhP0vJPFrvuBCn1cixFgtv1kZR3mWAienY\npJVYl2JjY1oMG9LsrEu1zSutQZZluoebqes8SW3XSd/OwyQRhljSbUtJty+b9S7Ee0nPiIO/HKzi\nN/vKaeideuBmRpu5c3Mum9LtvFTawiPHaqjsDJ6rOpObjVoU0ARpECWykJvvC4tRo8LllnEEWYRo\nVAJfPq8AUYAHCssVOfCh0KtVfKQgiR3LU7kyPxG9WqJ72MGfD1by233lNPo15Mq2mblzcx63rcnE\nrJubneu/grCQXzhcnnHqOk9S0rKPnuGpAmmtZCA3bh258etD7t6Vtx7kaN1uRQqMRqVndfqVvsg7\nwMnGNzkxrRFUrCWN8/M+jkFjCRJ9F8iJW8Oq1MvRqg14PG5KWgo50bBnxu7ZKlHyOW+JguhrdqVT\nm0iKyKWq82zR/XODqm+EpHufx1Qc3PvekRhJy92X4FqZQ278espaixh3O4jcdZT4h94MKuYFrQ7Z\nMbvUo6mTBJJ/+nM8bjfN93wt5DB1QiJRN+yg/df/O3WqTkfOoWIqe/sgLOQXhrCQDxNm9oyND3Og\n+llfExK1Ssu6jKvJjFk5qxSX2r27aL31k6i7hpBFgdGPX8IFv9/NIaM3790ZY6b1zktwbVpCfsIm\nkqNWcKbdSVFdJ/vrOimq66RrOLBQSRBgUWwEG9LsbEizsyndTma0Oeg9ybJM30g7tV3F1HaeVLRN\nB2+3Wa94X+rrtvhBw+X28NyZJh4sLOPt6qkInEkr8ck1mXxxUy5Ot4fHj9fy8JHaoIWgGpWIKMBY\nCBcIrUoMKo4/iMSYdPzvNaup7BrgvjfOBF3IaCWRcbdy18Kklbh6UTI7lqdyaW4CKkFg1+lGHiws\nY2/NVKTPrFVz+9pMvrQ5l6xpDjnvJWEhv/DIskzHQD2lrfuo7zrjy18XEEm1LaYgYRN2c0rA3OTx\neDjT8g7FDa8rRLZObWJD5rWk2hYD3uZT+yqeorar2DdGQCArdjUbMq9BFKWA6LtObWR12pW+eXpo\nrI9DNc8pcvCnIyIig9/9Cz5L4MTIXMacQ3QPz79B27xxe4j9yzvYnjoSckjvZUto+8wF5OVeRFt/\nDT3DLZj3VZL84+cQQm07iirwhN6ZE4wm5GHlboBx7ToirriK5h98J+R5UkIiKff+nNrP3obsnHA2\nS0hE/OfTEBbyC0NYyIcJM3dqO4s5UP2sr/AzOSqfDVnXY5hFsWdn5THKtl2FbkLorB12c9As0XPN\nSlx3bGdp3pUkReUFLaqVZZnKrkH213ZSVN9BUV0nZ9qCu7XYTVo2pNp9Uftsm5vWvjPUdp6kf1S5\nnWrSRpFuX0qabSlRxvhzknf/XnGiuYcHC8t49FgtDj9RfkV+IndtzuOSnDhOtPTy8JEaHjlaQ3eQ\n1udGtQqH2xM0n16Y+OfDIOmXJUTyl5s28peDVTxUVIE7yOe16tTEmHRUdQ8qvOqtOjXXLklhx/JU\nLsqOn0i7Keefx2p9KUmCAFdOfO8X57z3v7OwkD+3DI31Ud52gIq2Q4oi+WhTEgUJG0mzLQ2wyPV4\nPBxveIUzzYWKyLtJG8nGrOtJiMwGYHCsl7fKHqHbz5lGJapZnXYF+Qkbg0bfYy3prM+8lkijN0DR\n2F3CgZrnAnYi/dFKBr97n8qjl1QacmPXUdpaNOvi1YXE8laZ124yxO7heKSBti9sxXrNteg1Fira\nD2E6UkvyD3aFPAdJAlfoz6LLzWesvFRxTNDpsN18G51//n3I88SYWPKe203F1Vfg6mgPF7suNGEh\nHybM/BhxDrC/8mmaessA74S/Ies60mxLznruUFcLR3ZsxXioirXDbt7Y+T1WfeSuszZaCUbviIOD\nDV3eqH1tJwcbunwpEjaDk7VJ/axJHCAlQrl9qlNbyIxZRrptKdHnqGj2/UTn0Bh/OlDJ7/ZX0OwX\ngc+LsXDn5jxuXZ2BUSNxsKGL3xdV8HRxA0PTUk0EprzZg83yM/nWz7c77XvBRwuS+NW1q/nszgO8\nURm8Y2asSceWjBia+0cpqle2cY82aLl+qVfU58da+fPBKh7aX0HrwJSndEGslS9tzuPWVekYte9N\n2k1YyP9rcLmd1HSeoKRlnyJHXac2+dJupgdBXB4Xh2uep6L9sK+YFsCqt7M5ezv2idz3lt5K9lY+\nwahzKlXOoLFwXu5NxFkzAqLvgiCyKHELy5IvQq3S4HI7KW58g9PN7yjexx8BEUml8dnt+kfnbeZk\njJpI6rvn1j11IdDWdJLyg2fQtE+rg/HzdB9cl8HQf+0ga9kVHG94FfXxKlK++xSqMW/vjIBZXxTB\nEzosoVu2krHiYwHHDavWMHL0cMjzhIgIlhw+SfUtNzJcXxcW8gtJWMiHCTN/ZFmmqv0Ih2pf8DX7\nSLcvY33GNWjVhhnPdbtd1B3eTdaGqxdUTPSP9HCg9hBNvadRobQY6xuTONJs4XCTleoePalRJkXU\nfkl8BJLqg+kJPlvG3R6ePtnAg4Vl7K+bEqBWnZpPrcvii5tyyYg24/HIvF3dxi/eKuH1yraAQlf1\nRBHn+Bx8J9WiSLRRQ9vgHHNS3wMkUeDzG3L4aEESt/1zH+1Dwe853qzjjo05aCQVT59sCHAJijXr\n2LY0leuXpNA6MMKDheUcbJj6XUboNXx64ntPizKd0880nbCQ/9ciyzJt/TWUtOyjsaeUKZcYFWm2\npRQkbMRmTlac43I52V/9NLWdxYpu11HGeLbk3OSLrp9p2suxhlcUXaVtpmQuzLsZoy4iIPpu1Eaw\nLuNqUqILAOgbaaeoahftA7Uh718r6XG4AhscCYJIfvwmajqOM+YK7hJzrlANjpJ47wuYjymbbnns\nkYidXh98t15N9+0Xknn3t6jsOsbIkSOkfvtJVEOO4GL+LEhx8bi6OgOi96LRhMc//Wb6okCrZXlJ\nDQOVFdTpDRAW8gtDWMiHCfPuGRrrpbByp68joF5jZlPWNpKi8s567kKIiRHnAHVdp6jrPBnQRVEr\nGbFb8ugeS+RQo5qiui6ONfcEtR6cLKKdzLVfn2r/wHmDz4XDDV08UFjGEyfqfd+HIHgj0ndtyePC\nrDgEQcDl9vDMqQZ++XYJRxq7A9xt1KIwJ0FvVEucnxnD61VtinSf9yMGtYqvb11E94iDX+8tDzku\n3qzjmxcvYWtWPM+daeSJE3WcaFE21Em0Gti+LJVFcVbeqGxjZ3G9L11JFASuXpzE3VvyOS8j5l+y\nQxQW8u8dg2M9lLUWUdF2WNFYzm5OIT9hE2nRixUdtcecI+yr2jmxAJgixpLGlpwbMesicXlcHKh6\nhqqOY0ztfwlk2pezIXsbyJ6A6HtyVD7rMq7GpItElmVqOo9zqOaFaf0ylGgkvV8H2qm9NovORlJU\nPiUte9/t1zM33B5iHt6H/bGDisOOzDi0XSPQ743Yj+TGYbz327gy4qnd/yxp39yJ1D+KrBLB7Zmb\noJckBLUaeTRwYeOPymbH3eW3YyeI5JZWU9neAWEhvzCEhXyYMAuDLHsoay3iSN3LuCdyMrNj17A2\n/SrUUui/rfmKibHxIeq6TlPXdZK2/lr8Ezc0Kh2ptsWk2ZYSH5GJKKgU546Ouzja2DNRRNtBUX0n\nnUPBi2gLYq1eYZ8aw8Z0O9m24EW0H2TaBkb5Q1EFDxVV0O4XLV8cF8GdW/K4eWU6Bs1ksxo3D+wt\n4/dFFVR3B0bf5uJgY9ZI3LA8ldOtfSH97t8vROg1fG59Ns+ebqA8hOMPQJxZxz0XL+HT67Kp7x3i\niRP1PHGijpJpnXfTooxckZfIuNvDs6cb6fQr4l6WEMmdm/P42Mo09Gpp+lssGGEh/94z7nZQ3XGM\nkpb9DIxOCT6DxkJu/Hpy49aiU0/t1Iw4Bthb8Tit03zdEyJy2JKzA73GxIhjgLfKHlEENVSCxPLU\nS1iSdH5A9F0lqlmechEFCZtRiRIO1whH616mou3QDHcuTDjaBOabZ8WspGuoed5Wl/PFXFhB4n0v\noBqfmoFG0+1o8/MQX/IuLmSViOOWy4n72jc4fuBRkr72D9TdQ8hqCRkQx+eY76/TwdgMO4yiiOWi\nSxl47eWpY+Ec+YUlLOTDhFlY+kc7KazY6WtQYtJGsin7BuIjMoOOn4uYcIyPUN99hrquk7T2Vfsc\nFcDroJMcVUC6fSkJEdkBRWQzIcsyVV2DPmecorpOzrT3Eey2bEYtG9LsbJyI2q9Ojj6nYutficPl\nZmdxPQ/sLeOIn7COMmj4zLpsvrgpl+RIo+9459AYP3z1JI+fqKM7iJvQbNFJKnYsT0GjUvHIsdqQ\n9pcLwVx3D6YTbdCyIc3GiyXNM+b8+wt6nVrF6dZen6iv7FIuBDKjTRTERlDVPUipn+CPNmj53IZs\n7tiYQ1KEcfpbvGvCQv79gyx7aOmrorRlH029Uzs/oiCRYV9GfsImok0JvuP9I53srXhC0WEWBFKj\nF7MpexsaSUd7fx3vlD+maDylU5vYnLOdxIgcajqPc7j2RZ8/fYQhhvWZ1xJnzQC8Ta8KK54MMAfw\nR0BUzMP+75Mds9ob/f8XlsJr67tI/u7TaP3y5p02E4P/cQORv3sRscW7WBpPjCbulz+jjBqs//EA\nmrZ+ZJWIkJOOXFo9t+i8X05+UCSJxB/fR/PX/8v732Ehv7CEhXyYMAuPR3ZzumkvJxpe80Vs8hM2\nsSr18oDmKGcTE07XGI09JdR2nqSlr1IRAZJENUlR+aTblpIYmRuy8cp86Bt1crC+yxe1P9jQxZAj\nMFojiQIrk6Im0nFi2JRmJ8E6c33A+x1ZljlQ38Wv95by1MkGn3uLShS4dnEyd2/JZ1O6XbEzcayx\nmx+8epLXylvmbUspCgKX5MSzMc3OkyfrORWigdVCoFMJjLnn/6yy6tQYNRItEwWsJq3EqNONe9pv\nOdbkFfSfWe8V9LIsc7y5xyfq63uVDXbSo4wYNBJl7QO+a6lEgeuXpHD3ljw2pNkXbEcoLOTfnwyM\ndlHasp/KjiO43FMuUrGWdPITNpISXeDbZeweamFvxeOK6LeAQGbMKtZnXY0kaihvPcjh2hdxeaau\nFWWM58L8W9BIeo7VvUJ52yEmdzUzY1ayOu1K9BoTHtlNact+jta9HDT67v+ecpClbWJEDi7P+Iy5\n9wuNOOwg8d7nsRyp8x1z69XU/fJmUvZ3ID2y22dDqb3ho4zetJXxL/8IbVMPsiiguf0mnP/3hK+v\nyZwQBIJGgCSJnFffouKyCyHaFhbyC0lYyIcJc+7oGW5lb8UT9A63Al6P9i0527GbU3xjgomJcbeT\npp5SajuLaeqtUNibiYJEUlQu6balJEXlo1b9a3LYXW4Pp9v6FJ72tSHaf6dGGhVR+6XxkR/YItqm\nvmF+X1TBH4oqFR7+KxKjuGtLHjcuT0OnnkpdcrrcPFncwC/eOhOQIz4X8mMs3LY2i1OtvTxZXH/O\ncuk1KgGXe/4xQ43K6y8/+QteHBdBZedAwGIm1qTlnouX+gQ9eBdMhxq6ePxEHU8WNyjchMDrbz/o\nGFfsUKxKiuKuLfnsWJ6KVlKmjM2VsJB/f+N0jVHVfoTS1iJFvwujNoK8+A3kxK7xmQq09deyr/JJ\nxThRUJEbt5416VcAcLDmeSraDikEd2r0ErZkb6d3tI2iql2+ZlYaSc+q1MvJiVuDIIiMOAYorHyS\nlr6KOX8OSdSQGbOSqo6jvrTLc45Hxv6PfcQ8esB3SBYF6n+0DUtCBsafPIy20vtcIioC41e+SM9f\n/oS2pgNZAOEbn4Pde5FPlM65GBaVCiQ1TG80pdaw+NAJmv70EAM7boawkFeSm5u7GfgFkAd0Af9T\nXl4e2thzgrCQDxPm3OL2uChufINTjW8h40FAYEnyBSxLvgiVKPnEhMs9TnNvObVdJ2nqKVU0RREF\nFQkR2aTbl5IcVYBG0r2Hn2iK1oERiuqmovZHm4IX0Ro1EmtTon3uOOtTbUQaPljzzei4i8eO1/HA\n3jKK/QS63aTlc+tzuGNjTsBORHP/CL/fX8EfD1TSEcL15WxETrjp2Iw6/nSwiuru0Pnp7wYRkEQR\n5wzWc7Ml0Wpgc7qdF0ubA3ZxYoxavnWJUtADeDwy++o6eOJEPU8W1wd8X9M77saadXx+Qw6f35BD\nnEU/r/sMC/kPBrLsoam3nNKW/bT0VfqOq0Q1mTEryI/f5OcNX0pR9TOMOAf8xkksSbyApclbcbpG\neKv8UZ8xAXjn16VJW1macgFlrQc4Xv+qz4XMZk5mQ+a1RJsSvdfvKWNvxeN+xa6zJ9qYiE5tpHke\ni4H5YjpYTfIPn0WcmJdloO3zFzJ8/UZsz57A8udXECf+RnXnbWawpRZ1lbfR1dBd15GYu5G+u78W\nupFUKAQB4+o1DB+eVmegUpF7vJTK3l4IC/kpcnNzI4Fq4E7gMWA5sAfYUV5evmemc8NCPkyYfw2d\ng43srXjCV9AVaYxnU9Y27JZk3i57jIaeM4ptZAGR+IhM0m1LSbEtQiu9/9NVxsbdHG3q9kXt99d1\nBC2iBb8i2onIfY7d8oEoopVlmb01Hfx6bxnPnm7EMzHfS6LADctSuXtLHutS7YpzPB6Zd2raeWh/\nBbtONwZd7JwNEbh6cRI3LEvlyZMNPH+mKWjDpoVAoxID7Dbnw00rUsmMtvDbfeX0jiobbdmNWr4d\nRNCDd/fn7ep2niiu4+mTDfQEadI1iVolsn3ie1+TYpvT/YWF/AePvpF2Slv2U91xTBHsiLdmkZ+w\n0ddMr7pj0n1mKnVLLWpZkXoJBYmb6Rps4u3yRxkc6/G9rpUMbMzaht2czKHaF3wdvAUE8hI2siLl\nEjSSDpdnnIPVz1HZHto3PRSCIJIavZjm3nLfYuFco2nqIf0rjyINTC2Oey8uoOXLlxE1pMX8P49h\nOlbnfUGvR462IjR5+0d033Y+uV/9MV3Xfgy5unHO0fnYL3+Vjt89gOzw+6xxCYiPPwNhIT9Fbm7u\ncvj/7J13eFzlmb7vc8509d41oy7ZliX3TrXpphlMAoRskg3JJpC62YSQZJe0XyokARKyG+zQwQYM\nGEI3uEmusizb6r33rpE0mvL7Y+SRxjNqtkC2+e7r4vLlmXNmzox8xPO93/O8L98vKSn5wrjHXgGO\nl5SU/Hyyc4WQFwg+Pay2EfJq3qGwcb/rsS+t+y1b9/5w9G8SkQEJJIRmYQyd79at4ULE4XBQ2dHP\n/upWV4j2ZLP3EK0zROkeoj3dKeZ8paazn7/uL+EfB8vpHidUl8eHcP+6DG5bGI/mDPtHz6CFF45V\n87+5pW6V/ZmQGOLDz6/Jpqytj38cLPewpMwWigRT2einOsZHrfCr6xcB8JsPT3r00A8xaPjZVVle\nBT04+/5/WNbEtvwaXjtRS8/QxNaEVcYw7luXxqaFRtTTsHIJIX/hMmw1U9Z8hKKmHLfJrH66YNKj\nVpESsQyNSkdRYy55Ne+4iWatysCyhOtJjlhCectRDla+4fZ8oD6CyzLuZGC4hwMVr7vsOgaNP8sS\nbsAUmokkSXT1N/NB0T8nmAw7+Qg4X20Qvrogt52BTxLZbMH4/ecxVI3NcDCnhFP7y9tQh4She/8o\nEU98iKrHudMg+fni6HNaJ9tvW0bof/+UwJ1H6frxQzMW89E/fYi+3H30ffC+8wERdp2a0Qp9CfDV\nkpKS1yc7Vgh5geDTp6m7gv1lL9M/3MWX1v2Wt47/lYTQhRhDMzFo/Of68j5RegYtY5Noq9s4WNNO\n37CnOFPJEotigt2q9p9E55LZYGB4hGfzqnhsb7Fbm8VIPz1fX53KvatSiPDztH8UNHax9VA5Tx+p\ndFsITBe1LPGttemsSgjj77llvF/adE6f41xQJMkj6DqeEIOaBzcsRK3I/OGjQo+Qa7BBw083ZPLV\nVakTdkEattp4t7iRbfnV7Cys9xq+Buf3/s21aXx1ZQphvhPb0ISQv/CxO+zUdRRS1JTjJopVsobk\niCVkRK3GTxfCiYaPKaj7yM2jrtf4sTLxZuKCMzhS/TZFjfvdOszEBqWzJmUTJc0HKaj72JVVig5M\nYWXSTfjrQ3E4HOTXvk9B3Udew65qRTtp5T3SP5GOgUa3XvqfGA4Hsb/eif/eUpcYHwnQU/ObzQwn\nhKHttxP6xDsEflDocWrnDdnYfvglVoReScXllyI1z6xdbsS3v4//1ddTdv2VEBEphPxkpKWlBQBv\nAX3A9SUlJZPujwohLxDMDSPWYRq7yzCFZX6mxYTN7gzRjm99WemlPztAfJDP6CTa0RBtdNC0Kq+f\nFg6Hgw/Lmnl0bzFvFdW7dh40isznFpm4f106i2NDPM4bttp4/WQdWw6W80Fp06RtHSciMcSXLZtX\n8WZRA1sPVdBh/nS27c9k8jqkc/Fx95IETMF+PJdXSekZPekD9Rp+dlUm904i6MGZWfhXUQPb8mt4\n81QdQ17CwGpZYnO2ie9dNo/smGDPaxVC/qKis7+RoqYcKtvy3Sa8xgSlkhG9hij/JPJq3qWoKcet\nA42vNog1qbcR7BPFnpIXaega87BLksz8mHUkhy3hUNVOl0dfllQsjLuMBbGXopLVmId6eK9wi9fe\n8ZIko1f5Yx7x3oVKqzLgqwumo79+tr6KSQl7eh9hzx9wiXm7IlH/4430rUlFrWjRHC4h+tH30TS5\nz37oWj+fjh/cwrqMz9H/8N/o/dPjE1bnJY0Gh8W9OBG06Q6Stj5D4Z23MfSDB0EIeU/S0tISgDdx\n+uXvKCkpmTKNIYS8QDC3CDHhSXPvILk1Y8L+SF2HV8+2QaOwPM45iXZ1QjgrjaEEnych2vL2Xv66\nv4SthyroHWcHWZsQzn3r0rllQZzXTj41nf08dbiCrYfKqe2euWVGJUv8+4pkViWE8785peyvbpv6\npDkiOdSPSxLDOVTbwclmd5EToFPzs6sy+drqtCnnFPQPj7DzVD3b8qt5u6jBa5/89HB/HlyfyeZs\nk+t7F/fexcnQyAClzYcobsp1C73668PIiFqNKWwhedXvUN5y1K0CH6APZ13qZhRZ4ePi5+kZN6BK\no+hYkXgzsixzqGongxbnAtRPF8KqpJuJDkoBoLAhh8PVb7omx47HTxeC3WFnYNi7pS7IEEnfUKdb\nm8xPioD3ThLz8DtuQrzt8ytpvWcNkqTA0DDhz+UQ8vIRpHH3SO/KJOofvJH5pitIJYni1UuR+rz/\nnpJDQrF3tLs9pk3PIHXPQU4VFYEQ8u6kpaUtBt4BngX+c6pK/GmEkBcI5hYhJqZmaMRG3ukQbU0b\nOVVtE3aByYgIYJVxzI6TFj63Idq+oRGePlLBY/tKKG0bExWxAQa+sSaNf1+ZQoiP5+9eu93BrvJm\nnjxYxqsFtVjPItga4avjf65eyPGmbp49Ukm/ZYZTGz8lFElihTGE7sERjwmw/jo1P9mQyTfWTC3o\nwWndeu1kHc8frWRXeTNnfm0GtcKmhfH8+vrFxAT6iHvvIsZut1HTcYqipv209o5NeVUrWlIilpEU\nvpgT9R9T3X6C8ftIIb6xXJJ6B53mJnLLdmCxjdVE/XWhrE65jZqOExQ35rjsNKbQhSxPuAGD1p8h\nywAfFG6l3UuFXZJkjMHzaemtZnDEswOVIqnx0QW6TbmdGVPtiY3hc6QS4892uHWk6Vtiou6nN+LQ\naZCQ0JY3E/2n99CXj+00DCaFU/Xw5wkLTebS9M9Ted/XGXzhZa/VeTkqGsxm7D1jC3XJlID01Isg\nhPwYaWlpEcAJ4I8lJSW/ncm5QsgLBHOLEPIzx+FwUNXZ77Lj5FS1caK5y2uINtigYaUxjDUJzoFV\ny+YoRGu3O3i3pJFH9xXzbnGj63GdSuGuJQncvy6dzKggr+d2mod57mglj+4tOav2kxKwyhTK9Rmx\nvHCs2qP6/Wkylczw16kJ1muoPsND76dV8eD6TO5blz7tScIdA8O8UlDDEzklHG/0/Mz2h+/h97tO\ncv/aNLQXyXRigXfa++spasyhqu34OFuNRFxwOklhiylrOezRFjLCP4G1KZspbTnEqYbd2MdV2aMD\nU8iMuYyjte/Q3uecLqtWtCwyXkV61EpkSaG0+TAHKl7zOkgqQB9GXHAGJc0HvXrofbSBDI0MnFXf\neUmSve4IeENf1Ijph9uQxy3yLZEBVP92MyMRAc4HbHZCdhwlYus+pNEJrlY/HVW//xxScjxrUzfj\n22im7JI1SBbP61UiIvFbsYruN3Y4HxBhV0/S0tJ+DPwKGDjjqT+XlJQ8ONm5QsgLBHOLEPKzQ+/Q\n+Em0bRyYJESbfTpEO+q3jwv6dEO0xS09PL6/hKcOVzAw7n+glydHSS7X5AAAIABJREFUcN/adDbO\nj0WRPW03DoeDvPpOHt5dyKsFtWfVIlKvktmQGo1WLfNKQa1HxfrTYjp1wwCd2qNLjY9GxQNXLuA7\nl2ZMW9ADtPQN8vi+ErYcKqdpdBqt/eF7kL/3NLIES2JD+N5l87g1M/6CHV4mmJpBSx8lzQcpaTro\nVhEPNESQGLaI+s4iWvtq3M6JDUpjecJNHK5+k7rOsSCohERa5EoCDRHk1byDZTSwGuwTzarkWwjz\ni2PQ0seuomdpO+M1T5MetRpFVlHUuN+r4Ddo/N3sQTNhommzZ6KtbCXhBy+hjBt4Z9eqqPn5JsxZ\nca7H1M09JP70NVR1zt0ChyTRes9q2jevYEH8ZSw2Xk3Bzeux7NrrUZ2Xg4JIePIZKm7dCJEi7Dqr\nCCEvEMwtQsh/MtjsdgpbethfNea1n6iaHRtgYHXC6RBtOFmfUoi2e9DCPw+V89i+ErcpuaZgH765\nJp0vLU+acHDW4IiVfx6q4DcfnqT+LNtPhvtoWRoXwt6qVvom6ABzPiBLkqtf/2kMahU/uHweP7hi\n/owEPcCp5m5++nY+O758OfL3nnZ7TqPIXJESyfcvncelyRFeF1SCCx+b3Up1+wmKGve7WWA0Kj3G\nkAW09dWeEVyVMIUuZEHMOvaVvUy3udn1jFrWkm3cQOdAIxWtea7j0yKXs9h0NRpFT1nLkQmr8wZN\nACsSN1LTfpLK9nyP5zWKHqvd4vXcqVDJWqz2qYPvmroOTP+1DfW4nTCHBM33Xk7nLUvGDnQ4iHvk\nA/zfO+56aDAxjMbvX4tf9lIuS7+TgUNHqL7+Ws8hUlotC2tbKb1zE5af/QqEkJ8dhJAXCOYWIeQ/\nPVr6Bl2iPre6jSP1HQx76XaiVyssjw91tb5cZQzz6mOfLWx2O28VNvDYvmI+LBsTCAaNwj1Lk7hv\nbToZp7e5vXCisZOvbjvA4TrPlnAqWZqWvz42wMCw1UbbwNx0uzmTqdpZnkavVvjepRk8sD5zxoJe\nkiR2FNTw210nOVLX6bFY8NWouCUznntXpbDSGIYsn/8DywQzw+Fw0NZXR1HTfqrbT7gsKRISEQEJ\n9A12MmAZ5+9GJjliCTFBqeSWv+Y2cMpXG8SC2MsobtpPt7kVAJ3al2UJ15EYtgizpYePS16grdd7\ndT4xLJv50ZeQW7nDZdcZj0alP6uJsoqsxm63uQV7vaFu7sb0w21oWtx3ALovTafhB9fCuJkYIW/k\nE/nXsXmjDgk6bltGzxfXs2bhnUQHpHJsZSb2olKP6vz85m6KSkpACPnZQQh5gWBuEUJ+7hi22sir\n73SbRNvS5z1Emx7uP66nfThpYf6fiLA72dTFY/tKePZoJYMjYxW49alRfGtdOtemx0z4vuZhC7du\n3c374xYDp9GpFBx2O8NTiHpFAp1a5Wb5mQnTj9pND3+tmkGrlZEpJlPpVAr3r0vjv6/OmragH3/v\nDQyP8Pj+Ep7IKfXocQ/OrMXdSxK5a0kiS2KDL4gpxIKZMTDc47LdjBfofroQLNZBhq1jO1+ypDAv\neg2KrOZE/cdu1fJwPxORAYmcatzr8rhHBiSyMulmAvShlDQf5FDFTuxehLVGpWd5wg34aAPZU/oS\ng2fYamRJweGwT8sycyY6tQ9DI57/tsejauvD9MA2tPVdOMAlwoeMoVT/bjO2gLEJ4/67i4n97b+Q\n7GOfwxIVQOP9V5Gw8QssNl5N4/ZnafzKV9zFvPDIzy5CyAsEc4sQ8ucPDoeD6vEh2uo2TjR1e1Rq\nAYL0GlaOdsZZbQpjWVwIPlr1rF1Lx8AwWw6W8/j+YurGtaFMDvXjvrVpfHFZEv46jddzW/sG+cLz\n+/ig1FPQS0CEn46OgWGvbRrHI0uctYf+XM71RpS/Hn+titK2vkkljFYl8/VVqfzq+kVTCvqJ7r3S\ntl7+sOsUL+ZXe13QxAQYuHtJAncsMrEwKkiI+osMq32EqrbjFDXup3NgbMiaWtHicDjc2kMqspr5\nMZfQM9BCTedJ1+MSEqawhYxYh6nvKgacInx+zDqy4q7AbOllb+lLtHmpvANEBSSzMulm6joLyat+\nFzvuthpFUmFzzHyx7aMNxDzcM+lCQOkewPTAy+iq2tzEvN1HR+Vvb2c4OcJ1rF9uOXG/3ok04n59\nXevnY/3e3Vyy/KtoJR35CVE4evucryWE/OwihLxAMLcIIX9+0ztk4VBtx7gQbZtbX/jTKLJEdnSQ\nW9U+LtBwziLParPz+qk6Ht1bzN7KVtfjflo1/7Y8iW+uSSMlzPs04MO17Xz1pRxONPd4fd5fqyZQ\nr6au2zyrVfRPksQQX1YawzhQ3UZlp/fBYeAcBvWVlSn8fuNiDBrvC6yp7j2rzc5bhfX8eW8Reypa\nvX5HKaF+fH5xApuzTZPanwQXHg6Hg9beagob91PbccolfiUkJEl2q8KrFR3zo9dS11lIx8BYVypF\nVpMUvoiGrlIGhp0WHR9tICuTbiImKI3Chr0cqX4Hb/tYsqSwyLiB5PClHKx8g+r2gln5XIqkQaPW\neVT73Y7pGyT+J69gKHEvBjhkmabvX0fXlemux3zyaoj/+WvIQyOgUoHVucCwBuhp/8Y1ZH39IeJD\n5lHy3a/R839PIgkhP7sIIS8QzC1CyF9Y2Ox2ilp6Rq04zsp9ebv3EG1MgIFVpjDWjIr77JjgcwrR\nHqvv5NF9xbyQV+XqWCNJcG16DPevS2dDapTHwsFud/D0kUp+uPMo7ZNMe00J9aV9YJiuwZm3u5sL\nUkL9uHdVChUdfbx4rJruCa5bAb64PJk/3bzUY8dkJvdec+8gTx+u4G85pdR2e7cnLIgM5HOLTGzO\nNpEU6jejzyM4v+kf6qa4KZfSlkNuPvUzO8NoVT6kRC6loiXPrSuOXu1PZGAi1e0FLh9+fPA8life\nyIhtmL0lL9FpHlsAjCfIJ4o1yZtwYGdPyUv0DXlmYc6GUN842vu97wgAyGYL8f/9Kj4nPPvhD968\nlsp7Vzi33gDDyXrif/YqitmCbDBgt9tgyPn7pm+pCb9fPsiS1fcw0NZG8dplyC8KIT9rCCEvEMwt\nQshf+LT2DZI72voyt7qNw3XtE4Zol8WFuIVoQ311Z/V+/zhYzt/2l9DYOyYqMiIC+ObaNO5Zkugh\nWnsGLfz8vQL+srdoUsuLr0Yh3FdPXffAlNab84GUUD8e3JBJbKCB3+0q5KOyJq/XLQG3Zsbx5OdW\n4zdqSTqbe8/hcLC/qo0nD5bxUn61158zwJLYYDZnm7g9y4gx2HfGn0twfmK1WahoO0ZRY84ZXW3c\nMWgCiA5Moao9H5t9zAITZIhEkdUuAa2S1WTFrycjchUnGnZzvO7DCV9zXvRasuKvoKL1GEeq3sZ+\nFtYab9fpcNi9DqcCkIZGiPvF6/gdrQZws9qQmUbJL67HqnMWJ3SlzRgffBlV3xCyry+a9DSGjhwF\nnO0sB756A8t+8gQatR8nT54EIeRnByHkBYK5RQj5i49hq41jDeNCtFVtNPd57zaRFjY+RBtGenjA\ntEO0IzY7rxTU8OjeYg7UjI1CD9Rr+PLyZL6xJpWEEPfK8Knmbr6z4zC7yj3982cSH+RD76CFbi9W\novONpBBffnpVFpsy43ghv5o/7S7ymBJ7mkUxwbz3tSsI8TWc073XNzTCS/nVbDlYxsHaiaukK42h\n3JFt4rYsI9HjwoKCCxeHw0FzTwWFjfup6yxmooi3rzYYf10ojT1lbseE+cXTO9juCtAGGiJYlXQz\niqxmb+k2egZbvb6eQRPA6uRbCfaJ4lDVm7Nmtwn3M9HaV+31OcliJfY3b+GfUwaAQ5bGWksGBdD5\nxHdoCnDuUmmr2jD+eDvqLjOSQU/4N75Fy5YnoNN5Lw6lRhH558foNcSCEPKzgxDyAsHcIoT8xY/D\n4aCma2DcJNpWCiYI0QbqNaw0ho72tA9jeXwovtMI0R6qbefRvcVsP17DyKjtRpYkNs6P5f516VyW\nFOGy3TgcDl4pqOU/3zjiCtJqVfKE1WW1LBHqo6Olf3DOBkhNl/hAAw9dm82dixLoHRrhVx+cYMvB\ncnq9DAezP3wPX31pP4/ctBQfrffg8HQ51dzN1kPlPHOkgvYBi9djJAnWJYSzOdvEpoXxhPvpz+k9\nBecHfUMdFDXmUtZy2OuUVgB/XRiKpNA1OLaAliWFYJ9oN3tLcvgSso0bKGrM4VTDngnfMyE0i+WJ\nG+kcaCS3/DX6hzvP+XP4aAMZsQ17b3FpsxPzh7cJ/KjI+VedGmV0ge9QKRge/TV5iV3YHVY09Z0Y\nH9iOpq0PtBoS//okje+8zND2153HR0WjvLgDhJCfHYSQFwjmFiHkP5v0DY1wqLad3JrREG11m8cU\nU3CGaLOig1hlHKvaxwf5TBiibeo18/ecMv6eW0pr/1grzcyoQO5bm85dSxJc3VzMFiu/3XWS3390\nyiXiI3x1dJmHsUyg2P21Kiw2O0MTiP7zhTAfLb/buIQ7FyegUmSONXTwH9sPuvXaPz3ZFZyDoFaa\nQvl/1y5ihSnsrEPKFquNNwsb2HKonHeKGiYMEcuSxOXJEWzONnHrwniCJxj8JbhwGLENU96SR1HT\nfnoH270eE6APx2IddLOyaBUDGrWOviGnGNeo9Cw1XYu/LpR9ZdvpH+7y+lpqRcfyxBtICF3IyYY9\nHK/9CAczHxp1Jv76MHoH2zyfsNmJeuwDgt927gKMBPug7nRW4h1A4H3foPzOebT2VqNu6cH4o+1o\nm7pBpZD45DOM+Gmp+tbXUFnVIuw6mwghLxDMLULIC8AZSi1q7XGr2pdNEKKN9tc7Q7QJ4c4QbXQQ\nmnHDWsBp79mWX8Oje4s4Wj9WrQs2aPjqyhT+Y3UacUE+AFR29PH914/wxqmxUNvi2GCqO/vpNHuv\nLgP4aM6+3/ynhY9GxR82LubLK1JQKTIOh4MH/3WMP+8pxvy7uzwmu4LTA2wK9uFrq1P54tKks66c\n13cP8PSRSrYeKqeyY+IOOypZYn1qFJuzTdy8II4A/bntDgjmFofDTkN3GUWNOTR0lXg9xl8XSv9w\nt5vP3aDxx2IdxDraez7ML55lCddT0ZpHSfPBCd8v0j+R1Sm3ApBb/hpNPeXn/BlUsga7w+7pw3c4\niPzf3YTsOALAUFww2rpOl29evWoZhif/yIG6t5DbezA+sB1dbQcOWSL+sScI2bSZwi1/xLp6Iwgh\nPzsIIS8QzC1CyAsmoq1/aGwSbU0bh2s7GLJ6Vtx0KoVl8SGuqv0qUxhhoyFah8NBbnUbf9lbzKsn\narGNVtoVWeKWzHi+tS6d1aMV6HeKG/jua0cobXO2pQvUqbk6PZqj9Z1unXkUWXK9DjiFqM1+NiNq\nPj0USeL7l2Xwi2sXoRrtHCRJEt997RBPHaqYNAfgp1VxVVo0X12ZwiVJEWjPWDRNhd3uYE9lC1sO\nlfPK8Vq3n+GZA7Q0isw16dFszjaxcX7stGxVgvOXnsE2ihpzKG856tZ//jQGTQBmS8+Ej0nIZESv\nJsI/gQMVr00YSpUlhez4DcyPXkttZyEHKl9neIrhT9NBrWg97UIOB5HPHiTkuX0ADCaHo61pRx5x\n7tI5woJI/ziH3V3v0l1fivHBl9FXOD3/ob/+OdFf+74Iu84mQsgLBHOLEPKC6WKx2shv7CKnqtXV\n/rKp13uINiXUj9WjFfvVpjAywgNo7DXzt5xS/i+3jI5xrSgXxwZz/7p07sg2IQF/3lPMLz8ooH/Y\nWY3LigrktiwTbxXVu4VqtSoZi9XuJkQVScI2x/+ep5ouuygmiP33XY1Oq3HdeyM2O4/vK+aPH5+i\nsdf7dF9w+tzTw/y5Y1ECmxbGkxERMCMbTveghReOVbH1YLnbTom369arFa6fF8vmbCPXZcRMe2Kt\n4PzDYh2irOUIpxr2egh3cLatHD9NVkJGrdK6/OoGjT+LjFfT1FVGZXv+hO8TqI9gTeptBOjDyKt5\nj+KmnNn/MKOEbjtExBanj9+cEoGqy4xmdMFvVyskv/w6bRmBHC54ififvoKhyNleU3rwfqSr7gYh\n5GcHIeQFgrlFCHnB2eJwOKgdF6LNrWkjv6HLa4g2QKd2TaJdHBtMVUc//zhQTkHTmP823FfHvatS\n+PrqVBwO+OGbeTyfV+V6/s7FCdyeZeSpIxW8frKO02+jUWT0asXN4z+VmJ4pZ/N66WF+VHUOMGzz\n7ue3P3wPtzy5i6fuXIufbqzybbHaeOZIJX/4+BSlbd4roKfx0ai4PDmCO7JNbEiLdu2ETIfjjZ1s\nPVTBc0cr3SxMalnCesYOh69WxcZ5sWzONnF1evSMdwUE5wd2h52GzmKO1+2ivd+zP7tKUmN1jN1H\niqTCjt3Vez4mKJW4oAyO1b7v6njjjYzoNSw2XkXvYDv7y1+hs997j/pzJfiNPKL+uguAwaRwbH46\nfPNrAef9GvDD7xH/o5/xdu4jBD2wBd/jdWKy62wjhLxAMLcIIS+YTfqHR0O0rkm07XQPem7py5JE\nVnQg8UG+1PcMkFfX6RKOKlni9iwj37okg2GrjW/vOMzxRqfg99Wq+Mn6hVyXEc3j+0t56nCFyyoi\nSxAf6ENT7+CE4vlc0SowPIM8X4hBzf/dvoqnDlfyRmG9mzgeH3YFiPY38MAVGWxcYHTlBwZHrLx0\nrJo/7ymioKl7yvdLDPHlxvlxXD8vhjUJ4dMS3EMjNl4/WceWQ+V8WNbE+F8HfloV/cNWt+sO0Km5\nOTOezdlGrkyJOqchY4K5o2ughaPVb1PfVezx3JmDplSyxmXNUWQVGdFr6DW3UttZNOHr6zX+rEm+\nlZigVEqbD3O46k2X/342CXzvBNF/eg/J7mAoPoS+FUmEbj/k8s3b1i1mxVsHyCt9i57/+B5+dUNC\nyM8mQsgLBHOLEPKCTxK73UHx+BBtdZvLA38mPhoVFqvNbaDSivhQvrkmjc7BYR56t4Cu0UVBapg/\nj9y8lCWxIfxtfwmP7y+hfWDMrpMW5o/N4Zhw6u25opZgZAa3zY3zY3j2rnX0mS2sfuwdarrNHkJ+\nPIrk7P9+44J4Lk2KIDsmGIvVxvbjNfx1f4mHLcbrNSoSq4zh3LQglg1p0cybhg2nprOfpw5X8M/D\nFdR0jVkt1LJEkEHr1okIIMSg5ZaFcWzOMnFZcgSKLET9hcbwiJmDlW9Q2XacqfadZEnlCqD660KJ\nD11ASWMuI/aJpzYbQzJZmXQjIHGo6k2q2ia25pwt/ruLif3dv5BsdixRgbR8YTUxj7yLPOJcdVsi\nAlh8oBCLxs7h33+foFu+D0LIzw5CyAsEc4sQ8oJPm/b+IXJr2lxB2kMThGjHE6TXcNeSBHoGR3g2\nr9JVNb5xfix/vGkpkX56nj5SySO7C93Ee1KIH6ZgH/LqO12LgNlEkmAmt8+zn1/F55cmj54rkfrr\nHdNabCgSZMcEsz41itUJ4SyIDGBXWQt/z3WK+ulcQ4iPlusyYrgqLZr1KZGTdsOx2x18WNbElkPl\nvHaiDsu4HY4QHy16lUJ9j7u1IsJPx6aFRjZnG1ljCp/2YDHB+YHdYeNA+RuUtRzGwfR3tOKC5zE8\nMkhrX9WEx6gULSsSbiA5YiktvVXsK315VnrPj8f3QAVxv3rDKd4jw6j8wZXE/fpN1KMdm+xaFeEv\nPkP0JTeKsOtsIoS8QDC3CCEvmGssVhvHG7tcAdqcqlYaJwjRAsQE6AGJhp6xYVI/uHw+P7xiAVqV\nzM5T9fzx40Jyqsd6UUf56bgsOZKm3kF2V7bMSHzPFJ1KnrTPvQzU/eRWooJ9Xfee2TzCTU9/xMfl\nLdMeepUU4su6xAiyooPoGRrhjZN1HGvonLaXPzMqkGvTY1ifGsWahHB0au82nI6BYZ7Pq2TLwQq3\nTIMsOXdGhq12qjrd21vGBBi4LSueO7JNLI8PPeu++IK54WDFToqbcicV9OPtN2pFS0xQGrXtp7BP\n0ks+3N/I2pTb8dEGcrJ+L/l177v89zPlzIAugE9eDfEP7UAetqIKD6f0v28g/B8f4Hts1DcvQf9/\n3UPAdd8EIeRnByHkBYK5RQh5wfmGw+GgrttMTnUrudVtfFTeTGFzz5QCNdxXx+82LubuJYlIkkRO\nVSsP7y7itZO1LuHuq1WxOcuEr1bFayfrqO069xZ53ogLNLA8PoQ3Tta7WYXGY3/4HlY+8ib77r8G\nRRkT0SMjI3xl+wFezq+dkdc/SK9hcWwwBrWKktYeSmdgK9KpZC5NiuSqtCjWp0YxPzLQQ3w7HA7y\n6jvZcqicF/Kq3MLFIT4a0sMCaOkf8thhMAX7cHuWic3ZRhbFBAtRf4Fgt9s5XPXWlIJ+fBQ80BCB\nBHSZWyY5WiY7fj2ZsZcyYOkhp+zVs+49r5K1aFRazJYxu57hZD3xP3sVxWxBDgpC/vsvaNzxLGEv\nHHBeaWQUivDIzx5CyAsEc4sQ8oILgYHhET6uaObvOWV8VN6MeWTiqp+vRsX182K5fl4Mq01hjNjs\n/HlvMf88NBaMVWSJ2xbGsy4xnD2VrR72kdni9iwjv7w2i39/KYe9Ve7TNs/0yKtk+O11i7j/kgw3\nYf/gv47x6N4iBiwzm5qpSBJR/nqGrDa3/MB0iPTTc1VaFBsmsOGYLVZePVHL1oPlfFzhLtqyo4OI\nDTRQ3NrrIepTQv3YnO0U9QuigmZ0TYK5wW63crByJyXNh5he7yaJcL94WvtqJz3eXxfKurTNhPnF\nU9N+kpzyVyfthDMZppBMajuLXP59XVkzxh+/jKpvCHwNpL36Fu8deJy4n7+KHBohwq6ziRDyAsHc\nIoS84ELDbnfwr+IGfvPBCXJrvI+iH0+kn3MS7cKoQOp7zLx+spb2gTG//BXJkfz7yhRa+gbZesjd\nPjIbaBWZRzct58vLkznZ2MGih9/GgaeQP5P4ID0PXLGQr6xIcgn7v+eU8JO38yedeDsZalmacIdg\nMrKjg9iQFs0GLzacivY+/nm4nKcOV7rsTgA+GoX1KdH4alXsr2ql+ozdj3kRAS5RnxYecFafR/Dp\nYbVayK3YQUXbsWkdr1UZUBQ15uGxvvUSskd1Py1yBUtN14EkkVfzDkWNZ9d7PtI/GV9dAOWtR53v\nX92G8YHtqLvM2HVq0rftpFBdzchDj+Pz23+AEPKzgxDyAsHcIoS84EKmqKWHx/YV8/SRCszTrFhr\nVTKxAQY6zcN0DY7ZQxZEBvKdSzJIi/Dn2SOV/PNQxbStLdPpMx/pq+Wj+64hNczfeY4koXzv6Wl7\n2hdGBXLf2jT+bZlT2L99qo57Xz4w6QCpTwK9WmFdYoSzYj/OhmOz23m3pIktB8vZeaoO67gFQ3q4\nP+tTorDY7LxV1OAm+MG5UDgt6hNC/D7VzyOYGcNWM/tKX6aus3Bax/tqg+gfdl8cK5IK22j1HJyi\nf23q7cQFZ9A10MKekucntedMhIyay+fdSX7NB3QMNKBp6ML4o21o2vqwqxVitmwh7LrbRNh1NhFC\nXiCYW4SQF1wMdA9a2HqonMf2FVPd6el7D9JrUCkybf1Ti95QHy3fuSSDLy5L4rUTtfz8vQLapmlN\nSQz2oa5rYNLWlNF+Wip+sgmtWuW690qbO1nxl3fpHbZOfOI4VBIsjAnm66tS+LdlSZxo6uJzz+yj\nvL1vVgdhTYcofz3rU52ifn1qFBF+elr7Bnkur4otB8spbBmryKpkievnxbDKGEZN1wCvnqilpc/9\nZ7IsLoTN2SZuzxrrpy84/zBbetlbuo2m7qn97ZIko5a1WGxjIXZnb/oRxi+BY4PSWZ2yCb3al7Lm\nwxys3InNMfPe88tMG/HVB7K76AWUlg6MP9qOtqkbhyJj//0DqJfcCELIzw5CyAsEc4sQ8oKLCZvd\nzpuFDTy6t4iPyj0retemR3NTZjynmrvJrW7jWEMntgmsJooksTQ+hG+sTqN7cJifvnOc3qGpRYVW\nJfOfl85jX1UruytbJzzO/vA93L89h7/ctsrt8e7+Ia7423scb+6Z4Ezv75kZFcS9K5O5OjWKTU/v\nIa++c9odcFSj01xng+zoIKewT4tmjSmM401dbDlYzkv51fSPW6hE++v5wtJEMiIC2F/VxqsFtXSY\n3RdMa0xhbM42cVuWkUj/idtlCuaO3sEO9pa+RFtf7ZTHjh8sdRq92o/BkbEshSKpWJZ4A2mRK7BY\nB8kpf5WajpMzvi4/bTg3Lv4mhyrfoqpwF8YHtqOr7cARFY3y4g4QQn52EEJeIJhbhJAXXKycaOri\n0b3FPH24khH7mEVGJUt8ZUUKf7ppKSN2O0fqO8mpaiWnuo39Va1u3VjGkxTii0Gj4sQ0JqyCs1L9\n5B2rifbXccP/7aL+jJaaZ3rkNYrMls0rXH3mAaxWK//24n5ePFY7o0q7XqWwICqQu5aY+NepBj6q\naJmRN16vVrBY7djO8XeDTqVwSVLEqLc+jKKWHrYeqmBflfsC59KkCL6wNJEQg5bXT9ax40St289B\nkuDSxAg2LzKxKTOeUF/dOV2XYPbp6G9iX+lLdJmbpzxWRnFrU2nQBDBsNWMbN/k1yBDFZRl3EqAP\no6Wnmo9LnmfQ4n2Y3GRszPo2eo0Pr+96iJgfvYB+QBFh19lECHmBYG4RQl5wsdMxMMzfc0v4w0eF\nbuJQo8h8bVUKv7h2EX46NeAM0pa29fJeSSPPHK3keEPXOYvZpbEhvHDPOhJD/PhHThFfe+WI872m\nCLuGGjS8dM86LkuJdj320Dv5/GbXSSy2mV2TXq2QHuaHTqWQ19A1o7aWigRatcLgiO2c+++ftuHM\njwygtmuAVwrcrTX+OjWfW2Ti7sUJdJgtbD9ewxun6twq+YoscUVyJJuzTdySGUeQQWiH84nmnir2\nl71M31DHjM6TUAjxjaa9v87t0czYS8mOX48kSeTX7qKg7kOv54+fOnsmxuBMLp93F7l5zzHw2FaC\nvvlbEEJ+dhBCXiCYW4SQF3xWsNrsbD1Uzk/fOe7mlVfJEl+F04htAAAgAElEQVRYmsiPrlxAcqi/\n2zmDI1b+tr+ER3YXTTqkajrcvCCWZ+5ah0GjApz3nup7T097hua8CH/+eusK1iVHAvDkgVIeeDOP\njsGZe4j1aoVAnZpOs2VGoh5ALcvYHXZmuJbwysKoQBJD/GjuG+RwXYebzSkzKpAvL0/m1oXxHKrt\n4KX8at4qrGdwXOtRtSJzVVoUm7NN3Dg/Fn+d5twvSjAr1HUWk1u+A7Nl+hYxgFC/eAaHexgYd55e\n489laXcREWCkf6ib3SXPT2DlkQjSR9E12Oj1te9e9XNsVocIu84mQsgLBHOLEPKCzyJbD5XzXzuP\nerRxvCY9mu9cksH61Ci3wUV2u4M3C50TY8fbQrQqGZvdMSN/+V1LEnjq82uQZdl1743Y7Kz+81vk\nNUzPtgOwLiGMX1yTzbrkSN4urOf+Vw9S1XV2fbjVsoTd4TgrcS7DtBcjk6FVZOKCfOgetLj1vdco\nMjctiOPLK5JZER/C28WNbMuv4Z3iBobHTdDVqmSuzYjhjmwT12fE4KNVz8JVCc6VytZ8DlXuZMg6\n/eFralmLMXQBlW3HsI+b/GoKXcia5E2oVVqq2gvYX/qyh+cewBiSSUdfI/0Wz12BBRFXIPWGgBDy\ns4MQ8gLB3CKEvOCzis1u55HdRfzPu8fdqrzg7HH+zbXpfGFJgocgPFDTxsMfF7LjRB320XtHo0g4\nHLh86NNpR2l/+B5ePV7FLQtNHs99XFrPrf/cS88MuthckRTOAxuy8NOq+cq2XI43zm4//PHIox9w\n9kdojaFTKYzY7W5V+vggH764NIl/W55EkF7D66fq2JZfw/sljW6LKYNG4YZ5sWzONnFteoxb33vB\n3FDclMvR6ncZsU2/XWpCaBZmSy8tvVWux1SyhtXJm0gMz8JqGyGn7FUq2z172/vrwliesJEPirYy\n/m5USwbSddeDEPKzgxDyAsHcIoS84LNOp3mYn/zrGP97oMzDAx6o1/CVFcl8Y00apmBft+cq2vv4\n054ith4qdy0Exgt4RYJ1iRFoVQq7K5oZsrrL3jM98v46NfeuTOaHVywg2GcszNk/PMKPdh7l7wfK\npt2FRq9IXJ4azReXJvDXnFL2VbQys7mw00cGfLQKfcOz8w7TWQRJknOQ15dXJHPzgnjMI1Z2nKhl\nW34Nu8qaXQssAD+tmpsWxLE528iG1Cg0KiHq5wq73c7Jht0cr9vlFmydDJ3Kl4Wxl5Nf/wEW65i9\nLdQ3nssz7sJHG0DnQBMfnNqK+YwwrITM1Zn30tJVw7H6twEh5GcdIeQFgrlFCHmBwEl+Qyff3nHY\no6MKgCxJ3Lgglm+ty+CSxHA3203HwDBP5JTw2L4SWr30qU8O8eWJ21cSHWDg6cPl/P6jImwOx5Rh\nV40icWliBN9al84lyZH4atXY7Q7yGzu5+9m9lLT1TXjumfipZVYkhDM8YuNIXSeD1k9G1ktAsEGD\nSoKWgbObPjtT/HVq7lmayJeWJ5MdE0xr3yCvnKhle34Neypb3BZnQXoNN2fGsTnbxBXJkagU+VO5\nRoE7drudvJp3KGzcj90xvX+L8cHz0akNlLYcdj0mIbPIuIHM2EsBiRP1u8mreZczl4KZMZezJOFq\nnst5CBySEPKziRDyAsHcIoS8QDCGw+Hg+bwqfvhmHk2j4VZZwq0SnhUdxH1r0/n8YhN6tcr1+NCI\njWeOVvLIx4WUtHm2yfvi0iT+cNMSgke7rEiSRMiDL7hNl50MGTCF+HD7QhM3ZsaRFR1Ez+AITx0s\n55cfFmAemb7RxVctEWTQ02EemtF5M0ECQgwaUsMCONbY6WFf+iQwBvlw76pUvr46lUC9hsYeM68U\n1PDSsRpya9rcjg310bJpoZHN2UbWJYajyELUf9pY7VYOVb5BWfMRHNMwakmSTHL4Epp7Kt264vho\nA7ky44sE+0YxPGLmvZNP0jHQ4Hauny6YmxZ9F5vVLsKus4kQ8gLB3CKEvEDgSd/QCL/64AR/2lPE\nyGhXF1+Nin7LmGc9xKDlq6tS+I/VqcQGjk0gtdsdvFVUz8MfF7LnjIFQPhoVj9y0lC+vSHYLuwJs\ny6vkP9/Mo7FncNo94/00CkviQrk1K56lsSF0mS388eNTfFTeMqO+8zqVjHWGod2ZEmLQcHlyBGXt\n/TPy70/HauPtnPTwAO5Zlsg316Tho1VT2zXA9vxqth2v4Uidewgy0k/PbVnx3JFtYqUxDFmWvL+w\n4BPBYh0it3wHVe0FTOenLUsyIb6xdPQ1uPWjTw5fwqrkW1BkFXUdRXxU/IxbWBbgqvR7aarpAiHk\nZwch5AWCuUUIeYFgYkpae/ju60d4t9jZzk6RJBJCfKns6HNV6RVZ4tbMeL61Lp1VpjA3283Bmjb+\n+HEhrxa4D3QyBflQ+dNNDAyPuNpRnsmOghp+/K98ytt7p+2NB4jx13NZcgTzIgPpNFv458GyGbeo\nPBvxPBMCdWpuyYxjyGrn7eJGugenZ8ORcO6QzLS7TmKIL5/LNnFbtpGFUUFUdvSzLb+abfk1FDS5\nLyriAg3cnmVic7aRpXEhbj9PwSfLkMXMvrJt1HcVT/scrUrP8DjvvFrRcUnqHcSFZGCz29hV+BQN\n3aVjzwuP/OwihLxAMLcIIS8QTI7D4WDnqXq+9/oRqjr7AWc1fll8CAdr2tysMUtig7lvXTp3ZJvQ\njgtVVnb08fN3j/NcXrUriHnaIx+gUzMvIoArU6O4e0kiKWHuvexPs6OghofeLaCwpWdGQ6oUCVJC\n/TEG+9DZZ+ZIY88nKtJnikGtcOeiBOKDfXjpWDVFrT3TXrgY1ArmGVp2/DQqrpsXw7UZsaxPjaRn\ncIRt+dW8lF9Ncau7JSoxxJfN2U5RvzAqSIj6T4mBoW72lm2juady2udISDjG/cuO8DdxecY96NQG\nOvuaePP4Y9ixCSE/2wghLxDMLULICwTTY2jExh8+PsVvPjzp8nsviQ1mQ1o0b56q52TzWA/4cF8d\nXxv1akf6612Pt/cP8Y1XDvLaiTpG/vgFr2FXjSJjDPJhlSmMTVlGrkmNRqXy9G/vKKjhl+8XcLK5\nZ8aWGI0iE+6rpcc8TN8n5JE/GxQJblsYz8Z5MWw9UsWBmnYGLNNrwRmoUzMwYmVkhuX6xBBfbpgX\nyzXp0QQbNLx+sp5t+TVUdLiHidPC/F2ifl5k4IzeQ3B29Jjb2Fv6Eu399Wd1vizJLDZew4LYSwB4\n/9Q/ae2uFUJ+NhFCXiCYW4SQFwhmRk1nPz/YeZRXCsYmS35peRLXZcTy7NFK3jhV5+qUolZkbs8y\n8q116SyLD3Udb7fbURSFr2/PZV9lK5Ud/QxN0ElGwhnMXBgdxLUZMdy1OIFwP73HcTsKavjVByc5\n2dw1YzELThE9G9NaZ5O0MD+euG0Z/3ugkvdKGukwT8+CE6TXIEsSHebhqQ8ehyLB/MhANs6PJSMy\nkGN1nWwvqKG2y32Y0YLIQO5Y5BT1Z04DFsw+HX0N7Cl9iZ5Bz45Sp5ElFRJgc3gu/Hw1Qayf/yUC\nfcIZHh4WYdfZRAh5gWBuEUJeIDg7Pixt4juvHaawxTlKPkCn5n+uzuKa9Gj+70A5Tx4so2dozHaz\n0hjK/evS2bTQiFqRPe69+u4Bns+r4t3iRk40dU8qQg1qheRQPy5JiuBzixJYER+CfEbXlTcKavnF\nhyc42dSF5XxT6GeBTi3z78uTcDjg1ZP1rq5CUxGgU+Gv09DUOzjjnQudSmZBZCDZMcHYHQ7eLm70\neN/FscFszjJxe7bRY9aAYHZp6qlgX+nLDAxPHJaODEikb7CDAUuPx3OJoYtYZtxIYWERCCE/Owgh\nLxDMLULICwRnz4jNzuP7innovQJ6R0X7/MgA/nzLcpbFhfDM0Uoe21vs5r2O9tfzH2vSeHDDQux2\n+4S+a4vVypuFDbx6opaDNe3UdQ24JseeiSxJRPvrWRoXwsb5sdyeZfSYSHta2J9q7mbYev7Yac4W\nU5CBlNAACpu7aOib3rRQH41CtL+BtoHhaQds3c5XKxiDffHVqqho7/dYbK00hrI528RtWUZiAgwz\nfn3B9KhpP0VO+SsMW81en/fRBJEZdymVrcdo7atxe04r+5GqvQaEkJ8dhJAXCOYWIeQFgnOnpW+Q\nB946xlOHK1yP3ZZl5PcblxAbYOCDsib+sreYt4vGelvbH76HyJ9tY5UpjNWj/y2ODUGnnnjyaGFT\nF8/lVbOrvImilh76hif2jwfo1GREBHBFSiR3L04kLSLA7fmLSdirJAjx0TFss9E9zQ49GkUmMdgX\ni81O5WiI2RuTdfDRqWT8tGr6LVa3PvmSBGsTwtmcZWJTVjwRXqxQgnOnvOUoBypex2r3vihbkXAj\n4QFG8mrep2G0E44Iu84yQsgLBHOLEPICwexxoKaNb+847OpTrlcr/Hh9Jt+7dB46tUJZWy+P7y/h\nqcMVdP/68x5hV40isyQ2hFWmMJfAHx+WPZPeIQvb8mt4s7Ceo/UdNPcOTtjxRT0aol1pDOW2hUau\nTY9xC9FeTMJekSQkiWlbaWQJEoJ98dGoKGnr9fr5FUnCoFEYttqx2Lx/P/Lo7op93O9UWZK4PDmC\n27NN3JoZT4iP0Dqzzcn6veTVvON1SmygPpzrsr6B1TbC7pLn6exrEUJ+MtLS0pYDr5WUlERP53gh\n5AWCuUUIeYFgdrHbHWw5VM6D/zpG+4DTepEY4svDNy3lhnmxSJKE1WZHrVJ4dE8ROdVt5Na0eQQq\nT5MQ7MvqhDFhvyAycMIppHa7nZzqNl48Vs2eyhYq2/sZnCREGzIaor0mPZq7FicQ6T9mB7mYhP1M\nifbXE+Wvp7qz32vA1lejEBNgwGp3UNdtnlDYn4lKlrgyNYo7sk3cvCCOAL1mti/9M4vdbudYzXuc\naNiNtz2UtSl3kByxSIRdJyItLU0CvgQ8DFhLSkpCpzgFEEJeIJhrhJAXCD4ZuszD/M+7x/nr/lJX\nhfaa9GgeuXkZqWH+XsOuuTXt5Fa3klvdRl59p9eKsq9WxYr4UFabwlllCmOlMXRSQdjYY+b5o1W8\nU9LIiaYu1+LCG3q1QnKIH+uSIvj8IhMrjaGuEO1bhfU89N5xTjV1M3SRCXuVLE1YvQ/Sa4jy19Mx\nMExLv6cX30+rYrkxBD+NmsKWXsrb+9wq8pO955qEcL68IombF8Tje0amQXB22O1W9pW9SmVbnsdz\nerUfGxd+lyIRdvUkLS3tQWAz8CzwQyHkBYILAyHkBYJPloLGLr694xB7Kp2t89SKzHcvyeA3G5dM\neu+ZLVaO1HWQW93mrNpXt3ntZCNJznaI4+04SSF+E4ZorVY7bxU38PLxGg6O7gRMHKKFKFeINo7b\nF8bjq3MuGi5WYe+jVhi02rxalHQqmVAfHWaLlU4vYVmNInNZcgQLIoNo7x9kT2Ur1RPstIxHliAt\nPIBbMuP4xuo0okRQ9pyx2i28f2IrLX1Vbo8Lj/wEpKWlRQHNwKXAy0LICwQXBkLICwSfPA6Hg5fy\nq/mvnXk09Dg7bZwOuy6MDmJhVJDzz+hAMsID0Kg8A68Oh4Oy9j5yqtrIrWklp6rN1fryTMJ8tawy\nhrHaFM7qhDCWTBGiLWrp4bmjlewqa6aotcfVgccb/jo1GeHOEO1dSxLJGA3RXozC3k+jwuFw0O9l\neqyE87sYttonnAGwJDaYS5MiCNBrKG7p4d2SRjqn0Qs/QKdmhTGU27KMXJoUMenCTDA5QxYzO/P/\n7GpHKYT8FKSlpV2GEPICwQWDEPICwadH//AI/+/Dkzyyu5DB393tdbKrSpbIiAhwF/hRQV5Dr13m\nYQ7UtJM7WrE/WOt9EqpakVkSG+xWtY/yn7jq2z9kYdvxGnaecoZomyYL0coS8UG+rDSFsmmhketH\nQ7QXm7DXKDJ6tULf0AjePo1KlrDbHV6fA4j003NNehQLo4MxW6zsqWxhd0XLtPIHATo1lyRFsDbB\naaeaamEm8KR3oIMd+Q+jQiuE/GQIIS8QXFgIIS8QfPr0D4/gp9PwRE4JJxq7KGjsoqCpm77hiSvh\n4b46MqMCyYoOJjM6kKzoII/qvdVm50RTN7nVbewf9drXTGDtMAX7OCv2o+J+QWQgKmXiEO2BmnZe\nOFbN3soWytv73Notnkmoj5bMqCCuSYvmrqUJRPkbLiphLwFalYzDAcPTDLqOR63IXJoUwVWpUYT7\n6TnV3M37JY3kN0486Gg8KlliaVzItBdmgjEGBwcpLCwEIeS9I4S8QHBhIYS8QDA3nHnvORwOqjv7\nKWjqHhX2ToFf0dHHRLfo6ep9ZlQQWdFBrj8j/HQuK0ZDj9lVsc+tbiOvoZMRL+LzdIj2tDhcaQwj\ncJIQbXOvmefyqninuJGCxi46BoYn7LeuVyskhfixLjGczy0ysdoUxnvFjfz3ewWcbOq6KIS9Mklg\ndirSwvy5fl4sq01h9FtG2FXWzLvFjV7DtROREOzrEvVTLcw+y4iuNVMghLxAcGEhhLxAMDdM997r\nHx7hZPOouG/s4kRTNwVNXZP62MN8teN8905rTkZEAFqVwuCIZ4jWWycbSYL5Ee4h2uTQyUO0bxc3\nsL2ghgM17c4Q7YT91iHSX8/S2BBumBfL5mwj+ytbLyphP53fqjJ4WHECdGquSovm2oxoEkP8OFrX\nwesn68ipbpvRQmH8wmy1KZwVxtBJF2afFYSQnwIh5AWCCwsh5AWCueFc7j2Hw0FN1wDHG7s40dTF\n8cbpVe/TwwM8wrURvjoqOvpdoj6nupVTzd5DtKE+WlaZwlgz2vpySVwwerVqwussaenh2bzREG1L\nDz2ThWi1atIj/LkiOYq7Fpuo7Rq4IIT9dEX7VGhVsodfXpJgRXwo18+LZX1qJH1DVrblV/NWYQNN\nfYNeX0eRwOblgma6MLtYEUJ+lhFCXiCYW4SQFwjmhk/i3jvX6v1pa06Uv55jDZ0uO86BmolDtItj\n3EO00ZO0TuwfsrC9oNYZoq3roLHXPGmINm50Eu2tmfFoZJmff3DivBb2E4nomSABBo2KoRGrx2vF\nBhi4bl4M12XEsDAqiG351Tx/rJpTzd3YvHyRWpWMTiXTM+T5swP37kbTWZhdDAghP8sIIS8QzC1C\nyAsEc8Onde95q96faOyifBrV+9Ph2nmRAWgUmdLWXnJrnJNoqzu9h2iNQT6sNo2Jw8yoyUO0B2s7\nePFYFXsqnCFa8yQh2hCDlsyoQK5OjybGT89f9pec18J+NjCMdqc583vRqRQuT4nk+owYrkmLIq+h\niydyS8mtbvMaRJYlZ+ccvVqhsXfQ6zEzXZhdiAghP8sIIS8QzC1CyAsEc8Nc33v9wyOcau4eFfhj\nAdvJqvehPlpXqDY+yIcRm536ngEO13ZwtN57iNZH4x6iXWWaOkT7wrFq3i5qoKDROYl2om9Jp1JI\nCvFlXWI4pmAfXimo5URTz4R93S90ZMn5ffYNe1bYF0QGcv28GK5Nj8HucPD4/hLeK2n0eiw4e+Sn\nhPmjVmQaes3Ud5u9HmcK9nGr2k+2MLsQEEJ+lhFCXiCYW+ZaTAgEn1XOx3vvdPV+fNecgimq94os\nkR7uz/zIQIL0WixWGw09ZvIaOmgf8D78aH5kgFPUG50Dq1KmCNG+U9rIK8dryKl2TqK1TBai9dOz\nODYEU6APuTVtnGq5eIW9WpFxOBweIdhgg4ar06K5NiOGYIOWHSdqefl4zaQZheRQP1LD/NAoCg09\nZvIbu6ZcmK1OmLq70fmGEPKzjBDyAsHccj6KCYHgs8CFdO8NnPbej1buT4yK/MmEYaiPlpQwP/y0\nzumn9d0DVHT0T3jsSmMYaxKcFfulcSFThmifP1bFh6VNFE4RovXTqkgPD8AU7EtRSzfl7f3ntbDX\nKDI2h8Or530q1IrsIb4VWWK1KYxr02MI99NxsKaNl4/X0jU48YRZtSKzyhhKWrg/WpVCbdcAuTVt\ntPV7djeCmS3M5hoh5GcZIeQFgrnlQhITAsHFxIV+7zkcDmrP9N43dVPW3jtp9T42wICvVs3QiJWG\nHrNXf7tKlljsmkTrHFoVM4lX22yxsj2/mjdO1XOkroPG3kHsE1yESpaID/IhLsBAQ6+Zum7ztKar\nzgXhPlpkWaLTbJlwF2IiTsvoM78FU7AP16TFEBOop7S1j52FdXQPTrwQAmc24cqUSLKig9CpFUra\nesmpauNUS7fXn/VMF2afJkLIzzJCyAsEc8uFLiYEgguVi/XeGxge4VRLjytUWzCN6r2vRoWPVsWg\nxUbvBNNt410hWqc4XBgVNKlX+2B1Gy8cq2ZPZQtlbb1ThGg1RPvr6Rq00No/PGPR/GmQGOxDengA\nlZ19lLf3z3j4lLc2mQaNwuVJkRiDfWnqHeSD0qZJpwufJiMigA2pUaw0hqJVKeQ3dJFT3crB2nb6\nvXjyZ7ow+yQRQn6WEUJeIJhbLlYxIRCc73yW7r3T1XuX737UojNZ9V4CdGqFYavNa4tKg0ZxG3i0\n0hhKkGFiHdHaN8jzeVW8XdzI8cZO2vsnD9GG+2gxj1jpGho5K5vLJ0lcoIHNWUZ0KoV/Hq6gsXdw\nVnrZZ0UHkRzqR/eghZwzut9IOHvRn/lVqBWZNaYwNqRFcXlyFBpF5kDN2LCxqk7vdqqZLsxmCyHk\nZxkh5AWCueWzJCYEgvMJce85LTHufe+dFp3JqveTDWCaFxHg1joxNcx/0hDte6WNvHy8lpzqVmqm\nCNEG6NRYbHYGLTaPaaxzia9WxbqEcP7zknR+83EhH5e3MDILC48wHy3pEQEMjdgoaOpysx8psoSf\nRkW3l59TiEHLlamRbEiNZkNqFCpFIrf6/7d35+FxlYe9x78z2qzdki3bki1LAuPXBuMFfAGzFIhx\nKNRAGggQkhCe0NxscBOauzxN7pPmJmkTGnovTZt72960YSkpKQkQasMNxoAD2I6N2bH9yov2fbG1\nWbvm/vEeyWN5tFga6czg3+cfe2bOmfOOpHfO77znXZpH1iTYV90S8ed8phdmU6UgH2UK8iL+UpgQ\n8YfqXmShUIiq4yd4t7aV9+uOj6xaO17r/VhyU5PZUJI3Mq/9+sJ5pCWP3Vf7UFM7T+w7yvZD9eyv\nPx4xqA5LCcIQgaiE5mgZnrXnqpI82nr6ePlwY1S6CSUEYHleNgTgcFP7KZ85JSFIfnYqHT39tJw4\nfQDtigVZbDIu1F997kISg0H2Vbd4qwi7cN/Y2RPxuGdyYTZZCvJRpiAv4i+FCRF/qO6dmam03o+W\nEIC1i3O5omTBSDhcMjd93GM+/V4lz35Q6QbRtnUzOM7vLAgx1VoPkJuWRFJCAg0dkcPyVCzImMOc\nxCDVbacOKk5PTmTFgiwA9jccp7v/1J9GUkKQy4vz2LQ8n02mgHWLcwgGAhxt6RwJ9bvKm3i//ljE\ni7Z5aSlcVjx/0hdmkSjIR5mCvIi/FCZE/KG6N32RWu/frz1G6Rm03udlpHDZ0jw2nreIy0sWsLog\nh6QJBtE++U45vzvSwKHmdrr6Yncqy9mQkhAkc04SLaMW7pqbmsRlRXlkz0nicHMHb9W0nvY7mZeW\nwsfOW8Qmk8+m5QUszXEXVW3dffy+snmk1f73Fc0RB+EmBgOsG7US7XgXZqAgH3UK8iL+UpgQ8Yfq\n3sw50TcQtmqta8GfbOt9YjDAufMy2VCcx+bzF3P1skXkjtNXu7mzh399u4zn99fwTu0xmjp7ojLw\nNF5lJCfS2XfqzDXz01O4ceViCuemU93WxfbSeqrbTl9JdsWCLK7zWuuvOXchGSlJAAwODfFhfRs7\ny5vYWd7IrvImjo6xJkHh3DQ2FOdxhbcS7egLMwX5KFOQF/GXwoSIP1T3Ztdw6/3wzDnv1LSyt7KF\nquNdEwbvrJQkzsvL5IqSBdyyqpA/OGcBwWDkVvuhoSFetHU85a1EW97aGZPTWc6GpODpYwgWZaZy\n6+qlXFY0n6auHl4qrWfHkQa6RoX/4W441y3PZ9PyfC5akktC2M+8vr2bXRUnu+O8WTX2INpLCueP\ntNqvL8im+kgpKMhHh4K8iL8UJkT8oboXG4Zb79+rPcZrZY3srWzmaMv44TsA5KQls2JBFleULOSm\nC5Zw0ZLcMRc9OtLczhNvlbHN1rG/4fiECzCdLZZkp/GptUX88YWF9A+GeKm0jm2ldeyrbjmtG05u\nWjIbz8vnuuX5fNyc7IYzrHdgkLeqW9lZ1shOL+BHGheQn57Eb245DxTko0NBXsRfChMi/lDdi12h\nUIjq4yfYVdHEbw/WsreymfJjnRP2h89JTcYsyOKqcxZy1TkLWFOQw+LstNNmWunpG+Dp9yv5zQdV\n7Klsoab9RMzNVX8mxpsSdLJKcjO4fW0Rt68tZkl2Gi8frmebrWNbaS1Vx0/vhmPyslzfelPA1ecs\nJHNO0imvh0IhylpPHUT7Xt0xFqUpyEeVgryIvxQmRPyhuhd/Onr62Hqghuf31/BmdQsVrV30DIwf\n7tOSElixMJsNRXmsXZzL6oIcLliUfVrr/d7KJp58u4JXj9RzqKnjtK4mZ5PleVncvraIO9YWs3Jh\nNraxnZdK63ixtJZXD5/eDScxGHCz4XjTXI7uhjOsvaePtysbyehoAAX56FCQF/GXwoSIP1T3Phrq\n20+wZX81/+9gLfuqWqhuOxFxJdpwwQCcOy+TdUtyWZ2fw+qCHFbn57Bk7snW++FBtC8cqGFfdSvN\nXb2z8GmmJiEAgzP0p7xq0dyRlvrz8rLoGxhkV0UzL5XWss3W8WaEbjg5qcls9PrWb1qeT1Fuxshr\nGuwaZQryIv5SmBDxh+reR9NwX+3fHWngRVvLWzUttPdMrnU9JzXZhfqCHC7Mn8uagtyR1vuhoSG2\nHarnybfKePlQPXXt489p75ekhAD9M5Tq1xTk8Ol1JXxqbRHFXjhv6epl+6E612JvI3fDWZ6X5c1d\nn88VhbmUHToICvLRoSAv4i+FCRF/qO6dHUKhEOVeXzrfXnwAABLDSURBVO2dZY3sONrIwYa2Sfcp\nDwYCLM/LHGm1D2+9L2vp4OHfHWDr/hqq204wEIP97KPRfz6StYtz+NzF53DbmqKRueNDoRClTe1e\n3/o6Xj1ST2fvqRdRSzKTefqmZaAgHx0K8iL+UpgQ8Yfq3tmrvaePPZUtIwse7SpvpKP3zPrER2q9\nz0lN4uEdB9iyv4bqtq4Ju/jEgswUN1bgTD9/uNX5c7n30mV8am0xCzNTR57vGxhkd0Uz20pream0\njr1VLRrsGm0K8iL+UpgQ8YfqngwbHBriQMPwgkduhpXDzR1n/D7DrfcX5rtwn5wQZG9VM68cbqD1\nRN8MlDy68jJSOCc3EwJwqOE4rZPskhTu3HkZfO3KFXzmohLmZ8w55bWWrl52H61jUV8LKMhHh4K8\niL8UJkT8obon42ns6GZXRfPI1Il7q5rpHTh9bvtgwAX48brV5KQmszwvizlJCTR0dFPa1B7zrfV5\n6SlsXJ7PObkZ9A0Nsa+ymd0VLXRPMEtQuMyURL6ywfBfN15Ajrc6rwa7RpmCvIi/FCZE/KG6J2ei\nd2CQt2taR7rj7Cxror6jO+K2mSmJBAMB2nv6x+yfHgxAZkoSPf2D9Mb4yrMZKYlsPn8Jn1hViFmQ\nzf6G4+ypaOL5A7Ucbu6YVB/8AGAWZPHs3ZfTXlsJCvLRoSAv4i+FCRF/qO7JdIRCISqOdY10xdlZ\n1sh7dccZivA3lZqUwIKMOQQDAZq7eunojd+VZZOCAa5bXsCta5Zy0/lLyElLprSpgz0VjTyy9wh7\nKlvoiXDnYlg8rOwaeX1gEREREflICAQCFOdmUJybwV0XlQDQ0dPPnspmdlW4Vvvd5U209fTT3T9I\nxbGukX2DAbeSap7Xh7ylq5ejrZ1xsbps/1CIFw7W8MLBGgAuWTqPu9aV8IkLl/L5S84DYGBwiPdq\nW/nxKx+y5cNqTowT7GORWuRFZNLUKijiD9U9mWlDQyEONLbxRlnjSF/7Q2MMoi3ISmXlwmzy0ucQ\nAuo7unm/7lhcDJIdNj8tmS9dbvjMxSWYBdmnvHait497f7mLPWUN/NvmcyGGW+QV5EVk0hQmRPyh\nuid+aOrsGQn1uyqa2FvZQk+EAaRzEhNYX5jLhfk5zEtLIQS8U9PKvuoWGjp6ZmRu+PGkJyUwGAqN\n220mXAC4dOk8Hrp5PZcV542smKvBrlGmIC/iL4UJEX+o7kks6Bs9iLa8ibr2yINol+dlsaE4j/WF\n88hMTuT3lc3sONKAbWhj8nPJTN+VJXnkpqWwp7J50hcVyQkB/nhVIT+77T9w4MABUJCPDgV5EX8p\nTIj4Q3VPYlEoFKIyfBBteRPv1h6LOIh2bmoylxbN5/KiPOalJ3OgoY0XPqzi6PHIFwLRlp4Y4IuX\nuznj91Y18devHqCstXPcqTXjYbCrgryITJrChIg/VPckXnT2eoNovWC/u6KZ492n950PBgKsKchh\ndcFckoJBKo538bKtm5XW+sLsNL616ULuuqiEjJQktttavvncm+xvaGcwrJ4pyEeZgryIvxQmRPyh\nuifxamgoxMHGNt4Y7mtf3kRpU3vEbfOzUjl3nlut9f2aY7TNwtSXZl46/3jnFVxRsmCkb3xpQxu3\nP7aD1s5unrl5GSjIR4eCvIi/FCZE/KG6Jx8lzZ097Ko4Gez3jDGINiUxSEFWGu09fbRMMCNOYjBA\nYgB6BqdeT5ZmJrPzgZvIz04D4mOwq+aRFxEREZFZMz9jDjddUMhNFxQCbhDtO7XHwlaibaS2vZve\ngSHKWjtP2Tc1MUD3wOlhfWAoxID3/zmJQdYU5FCYncre6mOnzIs/nsqOPpZ879cABIGm79wy5c84\nW9QiLyKTplZBEX+o7snZJBQKUXX8BDvLG9lZ5qa+fLf22JQWoUpJCHL9igL+9OrzOdrayc6yBp4/\nUENte8+E+8ZDH3m1yIuIiIhIzAgEAizNSWdpTgl3rnMr0Xb29rO3qmWk1X5XeVPEQbSj9Q4O8dyH\n1Tz3YTUJgQAbivPY9fUbWJydTn1HN29WtvDwK+/zannLTH+sGaEgLyIiIiIxLSMliWuXLeLaZYsA\nN4jWNrWfshKtHWMQ7bDBUIjXyxop+v4zBAKwcmE2T3zmSrbff+PINr0Dg9z16Ms8u79+Rj9PtKhr\njYhMmm7vi/hDdU9kYs2dPez2pr50g2ib6e6f3ISWi7NS+d+3XsrmVYUjz2mwq4iIiIjILJifMYfN\n5y9h8/lLAOgfHOKdsJVoXy9rHHMl2pr2bm75+asAZKYk8ucfX81XNyybraJPmVrkRWTS1Coo4g/V\nPZHoqPJWon2jrJFn3quituPEmNtqsKuIiIiISIwozEnnjpx07lhXzE8+eQld3iDaR/Yc5ql3K+gZ\nGPK7iGdEQV5EREREzkrpKUlcs2wR1yxbxCN3XcnQUIiXbA1/8tRuQgMDE7+Bz3wL8saYdcA/ABcA\nh4AvW2t3+1UeERERETm7BYMBPr5yCZXfuS18sGvMCvpxUGPMHODfgZ8Dc4GfAM8ZYzL8KI+IiIiI\nSLzxJcgD1wJD1tr/Y63tt9b+M9AA3DjBfiIiIiIign9BfgWwf9Rz1nteREREREQm4FeQTwdGz/dz\nAkjzoSwiIiIiInHHryB/Akgd9Vwa0OlDWURERERE4o5fQf4AYEY9Zzi9u42IiIiIiETg1/STLwMp\nxpj7gb8HPgcsBH7rU3lEREREROKKLy3y1tpe4Abg00ArcD9ws7W2y4/yiIiIiIjEG98WhLLWvgdc\n7tfxRURERETimV995EVEREREZBoU5EVERERE4pCCvIiIiIhIHFKQFxERERGJQwryIiIiIiJxSEFe\nRERERCQOKciLiIiIiMQh3+aRn6IEgL6+Pr/LIXJWys/Pp7e31+9iiJx1VPdEZl9Y3kzwsxzjCYRC\nIb/LMGn79u27EnjN73KIiIiIyFnjqosvvvh1vwsRSby1yO8FrgLqgEGfyyIiIiIiH10JQD4uf8ak\nuGqRFxERERERR4NdRURERETikIK8iIiIiEgcUpAXEREREYlDCvIiIiIiInFIQV5EREREJA4pyIuI\niIiIxCEFeRERERGROKQgPw5jTMAYU+x3OUTOBsaYRGPMEr/LIRINxpgSv8swFfFabpFI4uHvebpl\njLkgb4wpN8ZsnsR2jxhjHprh4vwYuM87XrExJmSMyZjhY4r4arJ1cJLvdZUxpnyM1zK8OlXsPfUk\n8AnvtWuMMc3RKIPIbDPG3Az8cpLbTupcZoy5xxjz5rQLN/4xTil3NL8LRGbbTNTDMzh2pzFm5Riv\nvWmMucf7/33AX4W9FjLGrDqTYyVOp6BngfmAwoTIFFlrXwOKJ7n5/BksishsyiUGG8omIV7LLRKJ\nb3/P1trJNvrOBwLTOdakgrwx5kHg87gfyFvAV4EK4NvAF4A0YAvwDWttu3el8VngOHADUA78J2vt\ndu/97gT+CzB8O+HfgK9Ya0NT+RDGmIQJynIn0ATc4v37XWvt496+nwR+BMwDngVWAP8X9wfwGSBk\njCnyygvwDWPMF7ztf2at/eZUyixyJmKtDnotHQ9Za5d7j/8C+IK1Nt97/Ge4uvRz4FfW2vne8w94\nx00BHg57v4eBq4AN3m3GfweCxpgfAncDycCD1tqZvgsnMsK7W/QB8CDwp0A37u/wb4wxucDfANcD\nJ4C/97Zb7/0/yRhTb61dZIxZh7vDewGQDbwOfM5a2zCNsn0S+B6wBNiHq7+lXpnfAX4IPID7znjC\nWvuAt9/5uHPchd5+h4Ek4Kejy+0d6mPGmL8EzgF2AJ+11h6barlFzlSs1EPvWI3AUmttrTFmE/Ai\nsNJae9AYswF40lpbZIwJARdaaz8wxlznlbEIeAp3/sMYcyvwLdy5bo+19hLvUHcYY34NLAaeAe61\n1vaNVa4Jr1SMMRuBO7wPXgBUA9/F/TA/iTv5nosLEn8btutGYDcwF/eDe8YYk+f9Qn6G+9LJBa4E\n7gI+NlFZxjFRWa7H/bBzgZ8Af2eMmWOMWQ78C/B1YBFwBLgcwFr7P4EngJ9Yaz8V9l4FwErgauA+\nY8wV0yi3yIRitA5uB5YaY5aGHSvbGLPCe3wDLoyHf44/wn1p/SFQCJjh16y13wBeA74ZdnGcA3QA\nS3Fh/sfqQy8+SAdW4wLzTcB3jTF/CDwOhHAXw9fgLpzvsdbuBb4MvB0Whp8CfoOrv4W4EHHfVAtk\njLkE+GfgS0Aerq5tNcYkeZtke+UqAm4GvmqM2eC9/hywDdcS+Je4usUY5QZ3TtyIq4cluEYEkdnm\nez201rYCu4DrvKc24i4qrvEeRzrvLcSF8R/gzmlvAqu89/s1rg4+GxbiwV1krwfOx50vwzPoaSZz\ny6EXWAD8CS4s/Edr7d3AvcD/sNZWWWs7gP8GfNYYM8fb75C19iFrbb+19hHgKLAZqAVWWWv3GGPm\n4cL1MdyVx1RNVJZKa+3j1toB4DEgy/tMdwIvWmtfsNb241owaic41g+ttb3W2ncAy8kWTZGZEnN1\n0FrbBbwKXGeMycJ1n/kNcI0xZi5wMfDbUbvdATxurX3PWnvCK+94+oC/stYOWmtfwIX64smWUSSK\nvmGt7bLW7gMexbV03wA84D1fjrtY/uIY+1+Pa/FOwwWRZqZ3zvsC8Ki19g2vfj+Mu8N+bdg2D3rn\nqt3AQeA8YAMuTHzfWttnrd0GPD3BsX5qrW3yQsxL6Jwn/omFeriVk0H+Y8A/cTLI34i7Mx7uj3Dn\n4n/16upPcXfBxvPX1toOa20l7sJh3Do3Ydcaa+3r3m36rwHfB8q92+NLgceMMYNhm/d7z4Nr3Q5X\njWv1HgC+aIy5F+jEdRNIYnr9mCYqS9Oo5/GOVwBUDb9grQ0ZY6oYX/gtxT40zkBmWAzXwS24L7Qm\n4A1csL8WaAF2Wms7jDHh2y8C3g37XDXGmIFx3r/Du/gepvomfuix1taEPa4G1uD6tR4J+xsPAq1j\nvMclwPNAJvA+Lkw3jbHtZCwFrjXGfD7suWTv+VLv8ejz3vA5r9ZaG/6dUYGrm2MZfc7LmmqhRaYh\nVurhFuB+r8GqCHdH6xWv5X058Mqo7RcBNaOeK5/gGGeUMyfTtaYQsNbaq3Etd/+E60/bANxirZ1r\nrZ2Lu723hpPhoWDUWxXhQvOduJa5tdbaZdba24GeicoxgboJyjKWKk6GHowxAabXSiISdTFcB7fi\nWiSuxYX4l3EtEzdweqsEuDsBRWGfawEK5hL75hhjcsIeF+Hubg0AC8PqXxHwB6N39rqDPQbcba0t\nsNZej+vvOx11wI+Hj+0dfw3wiwn2qwIKvHFlw9RdTeJBTNRDa+0HuAvjLwGvW2sPAoO4LtrbrbW9\no3Y55bzniWrOnMxJ9FLgfxljrrbWHjXGHMddLfwc+HNjzAHc7Ykf4PrxLPf2W22MuRv3xXIPLlRs\nxQWIfqDXGJOC+/AluBbBqXp0grKM5RfAt40x1+P6/N7PqV9qvaj1QfwXk3XQWltmjGnBtUhcY609\nZIzp897/BxF2eRx42hjzBK5l/kejXld9k1j1Q2PM13Fh+XO4fuclwIPewO5UXP/bWu/1XiDTaxzK\nwLUanvAeD/d5fW4a5XkMeNIY8yzwNm7a1idxfYhHB4lwu3EtkN/2BpJvAG7l5BR9I+We7MB3kVkU\nK/VwK27Shu96j1/BnUfvj7DtFtz5+0u4Rrh7cOMsh037vDdhi7y19le4wPC6MaYT1/foNlx/8tdw\nXwzNuFsWm8NuhR/E9cdtxl253OCNdH8UdxVUAVTiOvQ/M+qDnamJyjLWZyvD/VD/ATcSeaVXpuHR\nwU8BtxljRvf1FZk1MV4HtwJDwIfe41eACmvt0QifYzvwn4FfAfW4L9vw0PEL4M+MMf84hXKIzKRO\nXF35JfB1a+3vgE8DC3G3yQ/h/p6/5m2/w/v3mPf693B3rFqA/44750z5nGet3YEb7P440I7rcneH\ntdZOsN8gcDtusOAx4Du4Ojt8zhspd9hYG5FYESv1cCtu5sJXvccv4y4ito7e0FrbjDsPfwVow9W9\n18M22QKsMsaMW3fHEwiFon/R7fXnvc9auz7qbx5F3owbGdba/WHPNeCmI3rRv5KJTE+81EGRWObN\n8FQGZFprO30uzrQZY9KA9V4AGn7ul8ARa+23/CuZyNg+avUw2s72hR8KcIMUSowxQWPMl3Hze+72\nuVwiIiLRNgBsMcbcCCPTWN7I6TNMiUiciNmBZsaYelyfpkj+xVr75ekew1q72xjzI9ztlxzgAHCT\ntbZ9uu8tEu9mow6KiGOMeQo3UDySCmvtBdM9hrW2z1uE5iGvJb4Bt3bDjgl2FTkrzEY9jLYZ6Voj\nIiIiIiIz62zvWiMiIiIiEpcU5EVERERE4pCCvIiIiIhIHFKQFxERERGJQwryIiIiIiJx6P8D87o3\nh+cDiFYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110e325c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = ParallelCoordinates(classes=classes, features=features)\n",
    "\n",
    "visualizer.fit(X, y)      # Fit the data to the visualizer\n",
    "visualizer.transform(X)   # Transform the data\n",
    "visualizer.show()         # Draw/show/show the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This clearly demonstrates the separation between features - especially petal_length and petal_width. One concern is that this demonstraction data might be obsured by the scaling of the features and add noise to the intepretation.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Exploration: ParallelCoordinates with Scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn import preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "features = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width']\n",
    "classes = ['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']\n",
    "\n",
    "# Extract the numpy arrays from the data frame\n",
    "X = iris[features].as_matrix()\n",
    "X_scaled = preprocessing.scale(X)\n",
    "y = iris.species_num.values\n",
    "assert y.shape[0] == X.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vvvqKGjVqpE4dStvXOXPmoKoqiYmJ/PTTTwCp030edRLkhXgETdul8v5foQB0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\nuqs5+sw4Inzd7Z7z2lMJPPG9aAk7rVcUXzzUr07pTKnWQL/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vz/VMHlt/iJxycdVLrdfR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\nSf1b1dBai/SiSoZ+uIaCSiM+OjVrZo+gV0zrptDe23qS+37b1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y+O69amJl6j1cacH3ex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JWu20yRaCioWivAz2tIQJiwoel53PTRtKVBd4ZvMRAr4AdjVCjgLBNh/WeIQZWXY8QhwtEET1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Y2okZNLI0YSaHXWXNwTJ9L7+F/S1/m4v5yvX/IFBsrHML3Mz5amHuKagSse4eb9L3PN9hfS\n2ZdB2YYqS6gx6zolVQW9wImts3+Uhj1aU0zH2CrKDrZgb8/tkgGQcNnZM2MWDy69Ek95AaumFTKn\nwolmRIgmhgi6Rc61vyE9K4mKVZymuLEpLjoGYcOJECd6dUJxmYG4nFpKlPu87P/GdYhf+XPWPt4z\npZJHP7ISu3L2ik53tvTyuSc281aDde8MefIDOFWJfzl3Gl89dyouW/4mNFowSP8rawi+8Cz9Lz2P\nHsxfxDwScUlmf81MJq66goXvvxapuoZvfe0HTF/zKFO7TiCeYYTMKClk78p5eMN9jH1pW3oSb6gS\nQmJ08bjhUDGvv5R7ZqxkY6+N1pCdSFLkD++fy6WTPPQ+9hDhBx/D2HMQ4Qw6WRuKxOD0KkJza4gu\nqrEiwKlJkH1vM9U/fh658+TNzbodXpp8pRQX+pkoJYke3J/TnUh0udhfWscG/zjcqsT7d6+BSP4e\nALbaOsbdfR/uc86hP9JNb7iF1rt+iXLP4+ks6UgkC90EL5xGotyHe+sJvG8dGxUgMSSR4AVT6frg\nYkoe2oT/pb3p89PtCi3/chkDSyeO3rluUHbvmxQ+ZfUbiY0rspxpSrwnuTrZkEWVgridwAPrkJ94\nDVJZEHlCHU03LaB3fmVeaY7HFiBpJIglw4A5SlojICKKYnoyLItqSrpgQ5FtqJIDVbZjU5zYZReK\nbEMwBUsDb2hWEWrSKkAdjAcJx/vzWhTngoAA6eL3v51HDJE4m+LEJjtQJHt68i8gASaakUAzEiS1\noah2Et1IoOlW9Fo39bN2PP8syK6JEBAyHIfS9RGCVRMhiTIiFuFHABEx9f1L1e2YVidaPeVGpBvJ\nVHYgQVKP/cNMAgRBRJFs2GQnLpsPr70Qv6sUl+pHbe5F37yT2FtvM7hubZYT4RAkrxf30uWnRezf\nJfJnGWfS2dWwK8NFcxV+vBOnUz5jOQWTZ+OtmYIkZxOAroFG3tz/IPqeg3jXHyaw8QRi62gtlm6T\nabxsAX0fOQebw4qKSMEIBS/sJvDMjixXhmhtMcFrFmKbMpWCdYcRX9iA2Tm8T02U2FIxhYTdydym\nfXhSkV4DAa2yGqcWQ+vIbwtn/XEJuag47RYil5bx88s/y0Oq5bIwtXiAWxcO4FGDjHy4yZLK2MIZ\njCuaQYV/PJJoWat1D8b48uqtPJTy3Fclke9ePJOvnTcNRRJ5bFcDn3l8E705miR9aXkJ75se5Wjn\ntlH6v1hS5OkDxWxqLuEPF01i9kN3EXzxefS+PAWFkox9wgRKP/15Cm66mV9v3MHLBzYypzzIojfW\nUvb7NwEILZnAoduuYkCvojlUwroNx7j56MvM3bkNWx6rvFzQU41mhmJdmiDy+2Uf4M9TzscURLx2\nhYSmE9MMCqIhbtrxHO878DpKKkoZtTmQk4m0j3tncTnui+YQaziOb/txpBEyGUOV0x03hyYXuWwE\nE5V+elbNpe/K2VmFd7kgIGJXXNYr5SRh/W6RdUdq/dDviqTSG4lz36aj/GLtftpz6MPHFrjY/uXL\n8bus4rCVd73AuuOju3HesrCOX1276KwResMw+eOWo3zj2e3p75ooCOnuxeVeB/926Sw+uqAOKXVd\nYseOEnzhWYLPPcPAxvV5u/vmgi4IbC+fzEPzrqBbdTGxu5FpXSdY0X2Uoq7mnBmlk8EUBQZnV9P+\n8RW4DrRTcv9a5IHhCH4u+ibYbJT+5MfI117KQKyHgVgvz+8/gNDfwfTXNlK44dCZ15AUF9A3txZ9\nSTWRWWPS9QhCQkM+0AFrjjJ23S7URCLnMemBIg7KXnRBoDoxgL8v9wRUHVONe9E5uBcvwb34HJzT\nZ3LwWBPPXP9Bzju2Oe/xSTOnov/n1+hzJQlFuwkn+vGv3krJn9Zn6fKHYAowsLCOwXnjUNuD+F4/\nkLsgzqnSc+18eq+ag/1oJ1X/8Vcru4R1/UPLJ9J625UYyuizFqMJKn/0HN5NVn3MwPxxNH/zyrzO\nNAICDtVLobuScn8tfmcpHsNF6Hd/oP0XP003bVPKK4h+/AoOLXafsdTs76WRz5wQDL3SWa5U5Nww\ntTShOxPIomIR8QzpiUUQ9TOaNPzjYygGbj3F/3+Qwpw+hs/d+jcP30+ZTjf/KzDB0RbCvacN955m\n7DuPI3aP7iIueb24lyzDs3wl3iFin+oA+y6RP8sYIvLxP/8U8eHVWc189FSDjpFe4LlgKBJ6eQCq\nypDHVWOrrcM1fjLO8ZM5JB6jIXQITBNfY5ianWHiz72K2NiatQ9TEggtrKPvitmEZ40BWUJI6njX\nHaLwqW1pVwMAM+DF9sH3UvHxz6OcaOfgvfeRePFZHBl6+kHVQb2/nPGRHuyDw180z4pzsU+eQmz/\nPgbe2nBaxMQA/jh3FX+Yt4ofXLWAr547jbgWYU/TGxxq35yzyl6R7IwJTKEpVMJtz3XQPmBdxyXj\nivn99ecwudRHXyTO55/czMM76oHsKCnA768/h48uqOP5gy384s1d6NpRzq/pZYw/O5omizbmjL2Q\nKeVLEUURXdfpvvceOu/5NbFjR3Oeo4nV3Gd99Wz+tPIDxN0KX97zGOe/YkXmg+dPpeVrl4EoEEmK\n7GrzsKXZTV1jI1ccWcukrbuyaw9EAaPQjxmKIsdPHsEPK3a21M5hS/F4jgaqOBqowlvk4573zWKe\nHGL7d75PYM2atM46YbehxobPOTS/hs6PLUMOxfBsPo570zFsbSePDhuK9X0aKb2JzxyH8NkP4jpn\nCQ41m6TbFRc22ZGuCzkV9rcH+a/1B/nvrceJ5tDIK6LAIzct5+oZY9PrhuwnB6JxZv/sOer7sidK\nAnDbeVP57iWzzxqh7x6M8a3nd3Df2xkdOFNJKsnQWZVs5wt6E/4Nr6QLk88EOrC9YjIN/nJq+1qZ\n1N2AK5nnOyGImE4HZjicnvBlknKr5sFB73tm0XXDYpwHWqn4z5ewtY8ePEZ+NjZvPE1fvYREwJJ3\n2I53UfjkVtzb6pH7RvdyOFnRbH95EaFVs4gtHEei0iraFBIajgNtiDs6YVsD5ccaUHM1D1NU7BMm\nIggQb2zMWaiviyKHCqvZXz6B6z56HTPfczFyRQXxZCSdLQo99yyhL38HIqOzdCaWN3vzt6/EyLC+\n9T+7k7I/rB3VqA0gUewheP4UTLuK562jOA/ntjpNFLnpuW4hfZdMxwSq7/gr7u0ZNQdFBXTf+VE6\nqnN/P+WeQaq/+ySOY9aEpfeKWbR9+oJRxNsmu6gsmMj4krmU++vS952paXT96Q+03nlHOs0vejwI\nt1zHvvMK0G2nVxwrChLO1OSgwj+ByRWL2deynngyTDyZKprUoyS1OAk9jqbH0Q0N3UimI6r/16LT\nZ4Lholq7VXApKiknHxFSEw5NjxPXYsRSOvZ3KgESEJFT2QVREFNRb42kHj/j+gZFtCPLQ84qMlLm\nxCs1KuuGpa3XTc2S1Zi6pbVPuRKl/f7/r3n+D/Wy2G3Z4bp2Nea2xHXZSMysg/kzcK44H0pmw7tE\n/uwgs9hV1nW6H36A1rt+hnZkePBOBlyElkwgVluC3B9Bbe1DbetHbe3L+Q8bCVMUSBZ7LUeNVDQ/\nUeYDQcC5o56C1w6MHmQ8LryXX4HjPRczMGcMHZEmgm+tw/v4Rrwbj6SjZ4YiMXDudNYuWcZmoZLC\ntw9zzp4tLGjen5WqlwKFYOhZUgDvuedT8unPYcTihF5+keBLL+TWoWYgPHEaS559HrViWFZkGDoN\nPXvZ3fwGfeHcWY1YUmRvp5fplXO4edF5qIrKmkOt3PLIRlpD1qCcSeJlUWDd5y5mf8cAP3tjH/s7\nhkmLKMBYf4RLxnczv3IQIUNrIosqUyuWMaNqJYo8HOkK79lD83e/weDGDejhwZwEJiHKnCgZy6C/\niPkH3wbgxAXziHzt3KxUdTQpsrPNw95GlZXbNnLFay+gjCg4jZb4aCqtwh+OU9BQj6KfOlKUKPUS\nqym2OtfWFqPbVQrW7MG37nB6G92upCeWQ44UnR9aStTtwGzop2jrUQLbjuHa25wzwqo7bZiVJYj1\nbYgjumcaHgf2yy9hwn/8AmdZ1ajP5oNhmLxwsIVfrTuYbpqVC9fMqOb+DyzBPUK6MtJHfn97H0t/\n9VKWrSmAJMDtl87mKyunnjVC/1Z9F5994m2OnWhhcdMeVjbsYEnDrvykewSUCkvGkGxpTq/TJBn5\nNP7fcZcDUxGx52uGJEB0UjmHbjyf/WMmYttSz8UPPoG3fzQJtp4xHpSuAQTDxJREOj66jJ5r5uHZ\neJTA87twHGzLGZTIR97NVDbJFAVavnAx/ZfOQIglcR5oxdzairqrhZITTSh5AgEmkJAU5Dw1J4LP\nS3tNLbtKy+gaX83UC2ZwLBxCFOIEHAYVXpGkHgVMpM5+xn3zcewtfTn/zsDiOlq/eDF6wbAzS8HT\n2yi9fx1SbESXWAFC54wnNr4U+4kuPJuO5S3Mjo0tpPu6hfSfOxlkCf+Leyj/9Svp7U1BoPu98+i8\neUXezJb9WCfV33sKpTvlTPOJc+m5Zl76meJ3ljC2cDrVhdMJuMqzajNM0yT47F9p/t63iR22LI1N\nWSa0aj5t18+1bFRPAlV2UOiqoNw/nprimXjsVg8HwzDoCbdS4h1DZ6gB08SSmOjxUcWTQ79repyk\nMfxeIhkjqcdIGgl0PYnB2W9K9/fEkG2mLKkosg2b5ESVLQmOKtstqYhFT1PkO2K9kkPLs+MTLwpy\nivirCIiWN3w6W5E8K1mGoXO1ZEsGupE8o4i2lR3y4FR9uGze1NKf4c5j6cyHMvCZMAyNpJEgocVJ\naDGSqYliUh96pb5fqeJdzUim5E1JdENL/Wzp8IcKdYcnEtYEwjANTNP434/Wg0XsW4Npq0vX7qZ0\nA8403m0IdXaRy7XGNE1Cr79Cx2/+i/4Xn09va6gy/edNoefqucRrLIcWIZZIkfogalvQWrb2obYF\n04PqqZAIuDEdNpSuYE4bQtHjwX/peyi46mqMJXNoO7Gd/j/cj/z0G1k6z/CMKnqumUfLrMn4Yz5m\n72rGfPZ1EvsPZO1PsDswY8MRLdeChZR/9Rv4Lr2c6O6dBF96gV0PPEJhw6G8HTK9F15M3cNPIDuy\nC7k6Qw3sa1lPfc+e4YiimS3ZlESVrkgxf9klsLvDg4lMMkOD6ncofGXFNO7ZdDjLIrHa76IxRXoK\nHCr337iUiyYG2NX4Gofa386S3QiCSG3RLKZVLifgtoq+krrB917cyS9e2sFHt6/msiObKAn35nXi\nGDrklxddyuGPXkGFp4PxhdGsZnBJXSA2qDDmJ09SufVgjj1BeHoV8aoC7EfacB7L37U3Fwybgl5R\nhNYfwdE7PJnRFQUp5bU+qDr445wreHzmxcRTD9Ip9kG+pe6i+unnUY+05iiYlYiPL0fpHkTqzPbT\nNwFzTBkFn/g4dZ//FpKS28ZxIJbkT1uOcdf6gxzJUwcCEHCqPHrTCs6bkLuYL19n10e2H+ejD28k\nOeIeUiWR/7hsNp9ZNvlvIvRDkpmeJx4jvG3LKJvBXBALCnDNnI3ochPdu4dEY33ebTVJIuzx4IyG\nUTImJYliD1IompXNyfqc086BhbPYfNWFuEiw+K+vMGbjHsS4Nur/FB9XRN/5U/Bsq8e9y3IsiZb6\naJ42nsDBZgLtXXnOa2TuK7VPwbK4tDf2IkUT6DaZ7hsWoyYFbDtbUA81IOfJbp0qJhyvDBCZUk50\nWiWRKRXEqwtP2VlRbeyh6ofPYj/elXP//Ytq6bz1PAZKiyj1FGOXHci/eRTPo+tHkXPNbaPvoumI\nuoF3w5GswXXk8UemVtD1/kUMLqgFUbAi6t95AvuJ4eOIjS2k4fvvRRuhb1clOwF3JS7VR+L19bi/\n83vEWNJypvnGFQycY/XksMj7NPzOkpzn3rPuVeq//VWM7XvT64LnTqbzI8tIlvtPet3GFc5kUtli\n+mOdBMMd9EXaGYz1EtMiWc/J/yn7SVGQ057aqmLPsgsUBUtTbRpmmpQNETVdtzIBeiaZM7R0dsDK\nEPzPFbVa2nHJcrMSlOGietFqhCQJIggiIkKqKNRIHb+W8s6PounvzNryfwpDunjDNDizqLqAQ3Gn\nyL3XWtp8KdI//HMusv/3gmEYGIZGQo8RS0aIaakGZokwMS2c9u9PajFrUpGalA5NHgxTS08Szvx6\npJCL2Cued4n82cTJ7CcBYkeP0HH3r+l+4P60JhEgPHssPVfNYWBhbV5dopDUUTpSJL81iK09hNjc\nh729D7U9mNUE5bShyKjz51L4vvezoXoub95zN6t2vEphzzBBTJT56LlqLsGLp2O4bPibIpS8WY/6\n0tuYXT0ZB5hd8OqYMo3CL32Na9v9bG4NUhANsahpL9fse42ZXScQcjww5eISSj75WYo//BHUyiqO\ndof45KOb2NPaxAV1vawY1zeqODYTCV1gT7ubra0+dre78didxBIaA6kJjSDAZZMraR+Isr3Z0r3P\nH1PIX25awbjAsD2mYRjsbn6dvS1vjnpQFrmrKPTM4bbn+tjYkB3Rk0WDC9p2cuPbz1Db2Yys5y6Y\nNWSRwVlj6bhlOYnaHAOvaRJYvZ2ye15HMK3tTUXO0rAbNpnQ9DHYjnfh6MueoRtAfVk1jQWlVHZ3\nUNPbelpR3aHurgAt7iLuW34j826+iS+dOxW/wyLg/Vs2cfjGa6EtT7t4AbSABzESR4wmRklvxLnT\nqfrXOyg7/woAjvcMcNf6g/xx8zFCp5CdfXLxBH68at6oKHwm8hF5sCbV33h2Gz9948Co95yKyL9f\nNodPLpl0WoTe1DQGN22k95mn6Xv6yawoej4kRJkmbwlR1Y4/HqYy1JXzPkAAY1wlsUnlDFS4UJt6\n8Gw8gpyaaJsCaAUu5N7RchZI2ZyOLaLrpiUMLKil6PHNFLy0F6UjNIq8a1479RctYOuFK3DsaOSi\nB57AlWpSJzgcp++lPmK/wQumEJ5dTcUvX0bUDMzUcy2XE1bCbUdKaIiJPPeLIhGbUEpkaiWRqRVE\nplag+0f7mFs+zw+YJt8AACAASURBVA5aQzGSuoFNNvHaDHxv7KPkT+tQ23MXyWrTxhH96gdoqy6k\nrb+bQGKQqrtfwb/uUFbwxMTycB9cUIvzQBvOQ9kZI0MSs/oxDCyspfv6hUSmD2ekSu5fR9Gjm4ez\noLJI26fOJ3jF7PQ2oigzq+oCnDYPjT37aOk7gv/pzdbzwDBJBlwM/vQzVC69nOrCaXjs2ZaQmpGg\nqfcgzT0HCO7bjuvuv+LZOOxgNji7mo5bVhCbUDbiSgiIiO84Gv6/6SM/VNgqpptMDRdSiin3KEmU\nkSVLEy+LiuUDLqnpolVraUNV7IjIGGYS3bAKbxMpmdCQz3o8GSaWQdosoqa/c4L2t5y7IFr/OWH4\n3IfceDLdYQxTT1lP/g0NkXL9fYYkM/yPu/vYFdcocj9yKUvZ44VpmmhGkqQWI6HHUpH97KW1Pppj\nm7i11GN/t0lfpqRKlewoqaUkqsiCnDIAEdCNJJF4iGRrJ8WF58G7RP7s4GRE3jQNQtEeesIt9LQd\nIfyXJ1D/8gpK+7A8JVHuo2fVMGk+begGctcAtlQU39UZw9E+gNDcgdTUlS5YPBlMQHOo9JcUEfb7\nqQwOIDcM+wjrTpXgxdPpWTWXZIUfdAPXjgaK3jiCa/0hhFhu14ZmTxEPzL6c5ycuIyEr/P76c/jY\nvHEEX3yOpu98Y1QH2iHEAsU8Xr2QddUz2Vtax7VzavnZqpmEIvvY17KBwfhwAWpcE1AlMytSn9QF\n9na42drq5UCXj+tnT2R5bQm3PbOd9gGLnHx6yUR+dtX8LKvETCT1BLsaX+VA6wb0ESnJpA59UYWo\nJmGXDbw2bdQkQwqGKblvLd63jyOFojklOIgC8Qo/nVfOof3iOUiKhE0yEARw7m5izJ3PpLtPNs6b\njmQkqNh9NIsQGQ4VMYefuy6IRC+5irnf/Dq/3lLP2hdeZ3xPExN7mxnf00RxeLS0YCTk4hIKb/gg\n/sveg3P6TMsvOxym8etfofv++0adz6iunqqMqOmjskm6y8GxeQv4eu1VtNlye1MPYYzfyZ9uXMbK\nutJTHu/JiPwQ4prOVfe+xstHRmuYParMHZfN4hPnTMShZEd7LJeZl+h55CEG3nwdI5rbpz/jYDAK\nCulLmnjC/Vn2oiNhigKDc8bSc/VcolMrkUJRip7Ygn/NvuGCY0lEd6h5uw0bqkxo2QTab16OZ2sD\ngdXbsdd3jXImMoH60iq+d8mnOOyowJaIc+fLv2Zp8970+6ejd8+1LjYmQHRKhaXt7MhDnN12EMhq\ncjTyWkSmVtCzYAKxaXUkJ41ne1eCgbjMYEJCkZw0BTXsisGH5pZTE4BQtIu+SMdwhDihUXr/Ogpe\n3JNTzw6geR20fOUSBhfVgQmu3U0U378O58G20dmKmiISZQW4tx7Pis7rDgUhqacDKaYo0L9yMt3X\nLSReO9wLw3a0g7HfeyoduTeB8KwxNH33KgyXpcEXBJFy33gMU6Ojv94iRbpB2T2vU/jXHQCIk+sY\n/+hT+GqnAlbQoWugkYaevXSE6glFu0jqceSeQYof2EjBS3vS916sppiOW1YwOG/cO2sSlQc2yUGR\np5qLZ9zMa/v/nCI78bScRtMtacNQ1PufHZnWlZnuK1KKZFmR9SGtuTmcATC14QitqWP+g12LIUKe\naQ8JYKSyAWeP/Avpktv/CQwVS4OQLmb+e0228pHwoaUqD9U85N5GkWxWVukM8G6x61nGEJGfOnUK\nUaOfnsEWegdb6Qm30BtuG50G0w08m49T+PR2XLsa06sFl4vo5YtourQmXQg2EqZpRaBFARQp9zWy\nKS5KXGPwRVSMNzeh/f4RlFaLAJsCIAoI+qmv78hiuWRtGX3nTyG0uIZEmQ8xoePZeAT/q/tx7WzM\n6gA7hF67h8hNn2LVHd9GcmdEvxMJDl19GYNr38z79w2Xm6JLL8d36eW0zFjEx148iEAjF9X1MLl4\nmEzFNYFQXCbgSGYlNgRBJKaX89BOk/2dLjw2ie9fOolltd60t/lIL3NrGeGd3vCGCXFNQRQdHO/V\nCYVh3KvbWLp6DbYcVnik/lLC7WNj9VQ2XnMhU6YITDE6GHvnX3EetKJ//XPG8dp1VzDtWBvj1r+N\nemh0JNgQBMQR/4PdpXU8OfV8Xq9dQDzliBRIhJnY28zYznqWN+xkZsdR1FNE7pXKKpzTZ+CcMRM9\nEqXrz3/AzMguocrEplYjNXSgjCg0NVMKjJEkKVQc4JnZ5/LbcZeii9nRk88tm8Sdl885qY1jJk6H\nyA+hJRjmvN+s4dhIzSHgtyvcfuksPlwiEnnmKXoefZjYgf2ndIYR7A4wDat/Qg5oDhVBIE0uTQH6\nLp9F54eWoBe4sB/toPjxbXjWHsiI2lr62lxZNxMra3bimiV0OguoW72RsuONeRtIHZwwm2/Ov5E+\nu5sbDr7Kew6up6qv47QLVQ2bPKp5EVjF9ei5uyYbDhXBMHJ+LhMDdif/vfIaVk9cwWBSQTetvX1t\n5XgmFyd5ZMd2qn0xxvqjlHsSSOLo/4XS0kfFb1/Htf1EXimiCfS+Zxbtn7kAuT+K/+W9BJ7ahhLM\nnpiZgiXhkSLxrPolQ5asGoLOUDoCb6gyfZdMp+e980mWZUhVNIPKn72A7/UDw5aSTpWOb7+P/vlV\nqQiuRQCSI3zU5ahO7U9fRdlg9ZDwXXIZJXffRWPsOG3Bo/RFOtLWj0MQw3GKHt9C4ZNb09c7Ueyh\n8yPL6D9vyllpeiYgUu4fT13JHKoDU1FkG0kthqo40HV9lId8JkzTRNMTxLSwFdVOveJaZPjnpCVV\niCUjxBKDJPQzzwrlO/LMcez/3wLKnCGjd3FKCEiClO7uqsoObLITu+rGqXqxK66zTsLPBt4l8mcZ\nQ0Q+9IMvEPWBVugiGXCjFbrRAi60Ahei3UHAVU6hu4KAq5JCdwV+Zynx/fvp+O1d9Dzy4DAJEAQG\nF9XRvWoO4TnVINgxzHhOKagkytgkJ8mUn2pOGCbFa08Q+N1LyKmBKVHg4u25C5FDcRZ01CM1teUk\n4vlgCgLJEq/V2r7Cj+ZxoHQN4Nzfgq11tPOJ4HRScutnqPjKbciB4Uhs13PPcPjmm1DD+fXRYMk/\nDpTUsrF6JkWXXc6TWowLx/cxu3wAOXUPGQYg2HEoEnHt9O0dT4Vo0opU2PPIe8IJkW2tXra1FPOF\nFUv54esHOJ5BEs+tK6Wvt49P3f9vzGk/nC7gU/XRHWZNQJcUjhVVsumiFSxv3Ufta5ZfdKLUS9O/\nXoU2cQyJw3HE5zYxYdMu1L5snS6pAsNMBO1uXpy8nGemn88xVxEAdlniM0sn8bXlExGeeoSWf78d\nrfMUtqKZyNFHoOADHyR5zUo6X3waYd12HDmi3yPJoiEKNNWM4zdzrqFxwmLuu2HpaUXhsw/l9In8\nENYe6+Cq+14jFNeQDJ2Z7Ye54tB6ljbswh8/xfdHECFPitWwyUTrSolOKiNZ7MG95QSeHQ3p9/sX\n1tJx8wqSYwtx7Wyk6LHNuLcPv5/LGSgNWaJ7zlx+WzGfFbs2sbB5Hw5tdFfeoc/2jCnj8OWLqTzW\nSOnOI6jdA6dF3nW3jUSJF6VrADmH9eeZIilKyJhZWnu5uITYbf/Ge5o9GEaUcQUxxviiVPtiVPtj\nlLrz64AjSZFwQqJ2xzHK7n8VpbnnpPp6zeug4fvXIIdiFLywB89bR0ZnLASr+6oSzCaQsXFFmLKE\n/VhH+jO620bvFXPouXrOKLmP6+1jjPnRc8OTNkC/YjnNX7yAsJ67C7QsqlQFJlOVKCJy623ErQGa\n4FULaLl1hVWlnQNCUqfg+V0UP/QWcn80fWxdNyymd9UcTPX0tMSiIKFIdhJ6NEs6ICBQ4CrD7yzD\nrrqJJQboi3QwEO1FM6zxKr+0ZrT935CDSTq6PRQJFkREQYAMqYj1/jBMSBcjWs4m+rAW3tDPuPgy\nN4S0U4wsqVa0XRARUpFda/dmWrs+VFQ6ZFtpGNbxDLuvGP8klo/5TIbfhSwqONLdcwuGdfs2Hy7V\nj8vmQ5FsJ23+9/fAu0T+LON0fOSFgB+ltBx7ZRVqeSVKaRlKeQVqeQVKeTmCohJ84Rm6/nAvybZh\nS8nY2EJ6r5rL+mnz2dRVxKqpSSo8g/lJe0YBmiyqWf66YiRB8cNvEXhqWzrKF51ejfeObzFuzoVo\nr79F8Okn6VvzAsSy92/aFEhqp+0TrdsVxKQ+Whsribgvupian93FdsPJrY9tovvYCe549R7mtKec\nVVQFEifXTScLnAzOr2FwQS2Dc8dmWcWdDkRBxqG68dgLrXbMmVaJiotHtrfzozeOMxCX0AxrplAX\niHD99HbGF1oD5tBXNPP+3dvh5o0TBexq9+BQFC6dXMHqvU1ohokzEeXXz/6EKV0nMEWJ/7r6S7hO\nHObywxsoDfflbOZjAHi8iJFB0A0MVab1CxfRf+E0AGJxE2VLN5Of3YCy82he7XTm+s1jphN774f4\nwFdupSIwXGRnxGJ03ncPbT/+AVrP6IJaweFAKSlF6+zAOImG2pRlmmum8oa7inihh9mOTmrbm/Dv\nrj9ldNZw2bFdfhETvv8LXFVjT7pt1rG9AyKvBYP0PvU4e+/6NY7D+5DfgfbRFAVi44qITionOrGM\n6KQy4mOLkAZiFD/0FoHndqXvgWhdCR2fOJfwjCq8G45Q9NjmLDtYXZKQ8tm4FgfQr1yJ0d2N9MY2\nhFB2p1RTAFMc1mprTpVkiRe1M4QYye3DzojPRyeWEZ1SgdzRj2frCcRk/uthACgqYjI32VYqq/As\nXsK6E52M3b0Jtzb8PBG9Xlzf+CLRq86hZ7CV9lAzWh6CC5DUZQRBJppMYJMNFE2j9MGNFDy/K+2/\nDvmzCQOzqolNLsP3+gHUztEBA1OwAhNixrMtGXARnlGNrXsQx75hqWGy0E3PtfPou2wWhlNFQEAU\nJXRDQwzHqL79aZx7mtPHIZSX0PEfH6arYvSRSaKCS/UDJrFkBOlgPWNufxKlZxBTFGi/9Tx6r56b\n+6KYJt51hyj54/q0ZayhSPReNZeu9y/C8Jz6eSgiYVddxBLhv8kt5n9TI/+PBEuvb01OxFwNkFLa\nfWF469S8IJUnEKwJCqblckPGRCBrAoNh9axIWzb+H7Jp/AeFKEjYFRcO1YPbVoDHXojHEUi58Viu\nPKrsOKtk/10if5YxksgbigQmiNqZPxzlomJEu4NEfxAyfJJ1u0Jw6RSmf/nfqFh6KWF9kAOtG2nu\nPUAo1kO+G1kQZPZ1FnKkW6OmIE5NQZTCri7KfvcGns3HgZQF4WUz6fvYRRSNmUShVIx72wlYs4HQ\nSy9mFegCCG53lqzCFEC3q0jx5GkTfRMr1RyaPY7gwlrMSj/et45Q9OQ2BEBXJeLjirGf6MrSpubU\n7IoCsenVRBZNpHfeGBJjC9Ls2sRGbeFkXHY/veFWOvpPZOneBQRKfTWMK5pBdeE0egdFFv3qhZwN\niIpcNkzToMbfzfumd1DsGppsiMQ1sMkZBW9xlQ0Nfl459v/Ye+/wOOpz/fszZWf7alerLllyl7uN\nKxgbG2yqwRB6IIQSCJCQkEBOSCfASSEnIQkJCS0E0iBgwPRmDNgYjHu3JTdZVq+r7W1m3j9mtauV\nVrKccJK85+f7unTtaHb6zs4+z/O9n/t20x016CGnVBXyzZml6NdeTFnrEeKizDfOuZ2q85fRFogQ\nen81N215iQkddSg5Gmb7nnv93En4v3c2gpLh+Zs2HWH0fSuRY7mTIFUUs6gXprJyCq/7AoXX34hS\nmrFiVwMBWh/6NS0PPoDqHyhTaJ06nZLbbke02gjv3E7gwzUEN6wf0ksgLsrUe0oQ8y14xCiO1q4B\nlIb+56pXFOG+/gbG3vGDQVVvejHcQD5SW0Prw7+le+ULxzf6kEKszJ0K2I3APTqmCN2Sof8I8STe\nlZspeOaTdEU2UeCk68alqKfPxrFqJ8pfVmFpziRKuShRYASX4YmlxMo9OLbVGwpWfd8HkgUOdEFA\naQ+k5+Uakcn1vUm6rARnjyI8oQS5PUDeh7UozT3HDPoHg3XSZErv/BaOUxcQ2rCeI3feniVFmzSb\naLpyPoErZuWUWdR1iCRFdB1kUcck6VmjkHKzj9KHV+PcmE2fSTFx0tXy3nPVgVhFPuam7pzPpQEj\nQyaJyPwJdBd78Gw9gL3PaFKs3EPHZXPxnzEJi8ODqqlZo36el7dQ+ugHCKlnvi6KdFx5Cm2fP2VY\n18758QEqfvoqYiyJajHR8O3zDQ5/CiIi5pQ3g237ERy/ewl575H0+fuWTKb986cel7vrPwuzbKPA\nOYKzptzA69sfSVNm4mo4TR0aCgKiodbSJ+Dt1R3PVLOzK9tpffHUa2YaTgSzJ/CfDQFFMmM22bEp\nLhwWDy6LlzxbMU5LPnZzHmbZNuxg/0Qg/ymjN5BPPHE/0lMvAIY0X+u1CwjNGoncFULuDGJKvcpd\nQUydIeSuIHJXaFD94aEguT0oI0aglJYhl5QSdol0WCP4HHGibjPJfAdJjw1SDZ2aBi1BE9uaXfgT\n5dy/bBy+N55G/sWfUVK6ykmHhfbPz6dr2Yw0p9IpuCje48O+Zg/q6o/Q++lP9w9CuseWEZs3Bt1t\nxtSSLaeZSxazPzSzjJDU0lXMnrGldIwup2jTfhxd/YKM3hu+373S6fIQmDMWYWEFoRmGY6RJMjO2\neDbji2fjC7dT17GThu59WTJqug77O21sanSxpcmVDsBnludT5LTw1r6m9E+FQxH4xflWULchiykJ\nx7hEICpT6spUCTUdtjc7KXDNYFOjlVf3NJIf7uGRl37MCH8bScXM7efeweYSw4pdAC6aOoLHz6ym\n6yd30/PqKyQ7BrqV9iJWUkztmTPgikmIsoRytIuq765AafMbyZLdnFY9gdRPnd2CEOqTqEgSnmXL\nKbzpZlyLzkgNI0Oys5PmB+6n9ZHfoUcHJjbu85dj+/Y9/LFN56n3tnH9q7/nzEMbs5ZJihJyLnOf\n3vctCoIkIIZigwaQuiggzJhExffupfSsC3MuM1ggryeTdL/2Mi0P/pLQ1s0wSJ9CLiQ8NiLjS4lU\nlxhB+/gSVJc157KCBp41+yl44n1MbYbEp2ZVaL9iLt1Lp+BZtQvvyi3pBmYYvIKcdJiJjC3C1BHE\n3NA9IHgXvG7E009B7+hGf3/9sM8HjKAveFIV4UnlKK09ODbX5fSx6L2SuY5PdOVxqHgU9obDFEaM\nc82781t4vnEzba+/QOi7P0ZoyShbaSaJzktm0/b5U9MBvK6DSVLS0npDBWGOjw9Q/Me1mOuz6TOq\n1QR6brM9XSCLOjPYtQaIji+lZ8kUVJJ4X9mOuSHTUB8eV4z/qsUIZ5xMTI8SiHZmrWtuC1L5vRUo\n9R3p/URHF1J/3yUkvQ6OCV0nf+UWSh41lKoSXgfdP72R/DkLKLCPQBAFfOEW2gNHCe/ageext3Fu\nPJxePTB7JK03LMpqsD0eCAgoshVZMqNqiQHc++xlRQqcFYwtmsXowhlpj43+3z1d1w3jrUgn/mgH\n/kjmLxDtJKkd2xzRpuThsnpxWQtwWQrS006L97ikB5NaElWLo6q9WuLx1LxU86naqy2eQE3Rc4zm\n1JRpUVqmMqU9rqkk9URKq7y3oTeZXi+jT57RJT+RYJzA8UJARBbN2BQHdrObfHsZBc4RFDgrsJtd\nCIJ4IpD/tNFXtab+5SfpuOObyKmGv/C88bTdeT4hV3YFyuhul0gkI0iBqBHUd4YwdRrBvRHsB6E9\nhLkzhNLtPy77c0hxPt02I6jPt5P0OkikePsU5OOsHEdp5Un4V65Ef/zZtMxhdGQBzbeeQXh6Zdb2\nhISKbXs9rnX7cX20P83JzIV4iYvOi2bhO2sqmk0BXUBrixGv68S97yhl7+3A0uI7ruqfJgloJpNR\n+e93f4TNVlRNx9nPhEc3yYSmjSAwZyTBuaNJlOUzwjuJyWUL8NjLWHtgE+/u+5hKdxcWObuK1BVx\n47FXc++qAPU9mSNdPrmC/1o8iUueWkMoHuSC6nZOH92V5uo3+RUa/RYmFYWwK5kgtj1k4oM6Dz2x\nUXymwEb1nddSFOggZLLw5Qu+iThlBiuuXUR1cZ5xvprGV1/cyMMf1XLe3jV8dufbjPQ1I+lazmp9\nxGqlY8YYolfOoPKXb2KpM4KLrrOnYjvShXlf44AKpICIkMj8sJrHjqPohpsouPpaZK9h/BJvaqTp\n/h/T8dQf0JPZ1JikKPHc5CU8MWs5QYudu4L7uGDFg0h9PAYOeMp5fvIZFIR7GNt1lHGdRykLDK6F\nP1TQpZllpKULmfjzx7CPGJme3zeYiLW30fyT++he+TzJtqHNyXqhWk1ZlfZIdQnJAmcWb6q/l0Ev\nbDuOUvLY+2maTK/JVte503Cv3ovn9e1IkcSQ56YDHR4vmslEYUcbYr+mVc3upGDZMhwLF9P64APE\n9tfm2EqO7UpiOilOOszoZtNAY5FjoM3mZlPFJCads5RlV1+MKsH+Sy5APXIUTRDY+4WzUao9VP7q\nDZTGzHdak0S6z5tG681LEExyKrDRc17DvkioArGYTtkz6yh9Y2sWR18H4qVudEXCciQTVPcP3Psu\nn2t3CbeNniWT8C+oxranEe+LmzB1ZK5LcOZoapbNIzmrnJysPU2j+PEP8L64Jf0s0hSJ5tuW4jtr\n6tAniNGIbxMdlD3yHsqK94z1q6vo+On1BFwQS4TTkn5yu5+iP63DvWp3+hwj44pp/cIiQjMqB9vF\noLCanNgtblQtiS/cOqScniSaGOGpZnTRSZS5x6PpKm3+I9S2bOBo1x509BPUmhM4gX8DTIKNCZZl\ncCKQ/3TQX34y2FLPzi9ejrx6EwCq04r5njtILp1DXecuQrHsZlCzbEPVPWxpDCEJccrz4rgt/bjE\nuo7cEcD91i487+xCae1TGVcU5AIvSRWSHe3D0g7P2rRgDLMLqp4lcRcZW0zn+TOIjSk0kgG3LaN+\noGrYdjXg+rDWMEYZxJ1WsNnoOf9S7nTNZKdkBKjzKgt47IpTmJBnpvH++2h9+CEIDlQ60U0ywiAa\n04Ofi4DusiOazdDWOeD9WLmH4JxRBOaOZn/VeF49VMimRheiAJOLg8wu8zOnIoQsZl/DQ11Waju9\n3HrqWfxxUzt/3nwoc45AoT3GpZNbmVWe4eDubnNS22FjSrGfcd5MYKtqApubnOzdnOSuJ3+FN+JH\ndbmZ9s772CZPAWBLQyfnP7aa1j6fxyXTKplQ5OLll1fztTd+z6SOukGDQk2SEBQZMWJU4zsvnEn3\nkkmM+OmrOZuRNUXOkisVzGbyL7mcohtvxj5nHoIgENpfy8a7vo317ZcGGGDFHC7MX/km33NPZ8+2\nPdy76mGmtGcqh0GTlbuXfJGPRs7gqwsncM+po2H/PiI7dxDetZPw7h1Edu1ECw2vSVnHsKs2XX4B\nMx74E7JiZvP08aiHD6OrAxOdrHVTvPbw5PJ08B6vyD+msVB/KEe7KHh8LZ5PMlKq2mmzkC5fhrh6\nI+or70Bi6O+iYLEg5nuJtbUhJ7MrlUnZxMaicRz2VjCjuZbqrsFVadLnJolExhaBpmM50EoOgZdh\nISmIvD12Hn8+9SJsI2xUuo0m1LmBBqrv+QuyL4xmkmi5bgGeVXuyTI50UcB3+kSavrIULLkpUboO\nqg5JTcCumFIjYzpym5+Sh1fj+uRQVn+NLgqEpo8g4bTgXlubRaOBfi16OVSSjGsjEDh5LN1nTSEy\npoj817eT//K29DNPF8C/YDwdl8/NobWegWVfE5U/XJmmhulAcPZI6r+3fJDzFdJ65ZJoMsxlfJ2U\n/mRlurrunzeGxm8tQ7Nm1heDUQr//gn5L21NfzfjJXm0XreQxJKZ5LtGkG8vxaa4sJqc+MKt7Gpc\nk9UX1QtZNKPIZiLxwDGbL82yjSrvFKoKpuC05NMRbKDNX0ez7xA9kYGJ8YlA/gRO4F+PE4H8p4xc\nOvKaprHvsR/j//5PkMJGMJU8dz7Tfvc3olaBIx27qOvchT+STZsIxiW2NTvZ02ZnUnEJty8soTvc\nSHeoBX+00/jB03VsO47ifXEzzk8Opn/UNJNEz6JqfEunoLqsmLqCKSpPb6U/mEXzyWXSMhQ0QSDo\ncBJ1O9AK7JhKbKjelCpPOIb5UDv2HfUonQODMQ3YWToe6at3cc2XPocsGZSf1/c0cP1f1zB32wfc\ntPlFSoNdA9btW22LVHmJjitGaQ9haupKc4OPBT0Hb1hVjGp92+zxvFowi0b7LN64eRk/Xb2dV3d9\nwsxSPzNK/diV7OtU121hU5OLzY0u2kLG561IIieV59MVOsLlU1oZnZ9SkNDgk4YCJpfOIBDZj9d6\nNFt3/kCIyd/9K/T4MRWXMP6Nd/nKlk6e3HgwvYjHqrB0fAmv7W0k3IeeNLK7kfvffJAqv/HjOlQl\nG4wk5uDPr8D7zm4K/7RuUFlDRCFr9EeZMo3dpy3nPst4akMqYzuP8sWNL3DakW0D1j+SV8JvTr6C\njysm84Wtr3Ddlleygv7kdbcy75cPIJoGykrqmkas7jDhnTuI7DIC/MiuHcQOHxqwbP9jnhdS2WAf\n6AugA5pNITRtBMFZI4mMLyE2qnBQNQ+zbMNisvf5cyBLNt7d381LuzoIxCWE7ggXrX2d83auSTfI\nHigaiXDxZ5lRv4vA668MebxgOC3ryeQA4yVNEKl1l9Ph8DCmp5kSf2430r5I5NuJp1w6lcbunL0H\ng90bYYudiNONu6MJKfX9qJ0yiT3XnoV3rIV8ayYRsW85woj7ViJFEqgWmURRXhbdRRfAf8pYmu44\np1/zuZCWZxtMT9y+8TDFT3yA5XBHNn3GrtB95hRUq5mCFRuRBkmMdFIULG2gFGZkVAG+c6bRs3gC\nYjSB9/lNeN7amW681kwSvqWT6bx0zgDZX12HpGZcO1lNUvGz13B9uD+9j6TDwtHvLSd8HJVxU5uf\nyh+8kB4xWjDiFAAAIABJREFU67xoJi03LQZJxCSZsWhm3C9vxv6nt5FS3hfJPCudVy2g6MYvMqlq\nMQ6LcZy+cBuH27dT27KBSGJ4z8JcsCkuKvMnk+8oJaHGaQ/U0+Y/QjjeM+R6AiLXLfwJz6z/75Rm\neiJtef9/Db1661nGS6lGVkEwmp4NYyrDtbXXnVUURdCFNPc5K5EazMQua5nc8/uu2Uvh6esgqqcU\nfdL/k/3ep6Om03s9BGN0NzUtYjjt9v4v6BnVIa2P4pCO2oeC9I/sV0ybgfXq+xv7MZqCda2Pe+8w\nzjfTr5FqTk6pLAHpHg2ymo8BNFRN612CfxWV6kQg/yljKEOo7gO72PuFKzBtrgEgWeCi4Fc/o/Cs\n5exsaubRjz7Ca+1kpCc6sAo/DJiafHhf2Yr7rWwDlNDUCjovmkXg5DFooog5pXsaS4aNio2m44nb\nKY176KmvIdpYj9DZYwT/HUHMh9tR2gLHJUnZC10Q0CwyQkLL3fDrdGC56EK+OfZC3m7KBP2CrvHZ\n7houX/8iJUdzG0aBwftu+PrZBBeMR4gnMbX04GiOkP/ObkybaxEig/Oth4JqN9NTUcTOivGsLp3G\nTssIRo4exe8urmTljrV4LM04lOzzOdpjAXEUR/2F/GGDMQIgoDOnws+lk1vx2owqayQh8nptAWsO\nu5lZHuD8CQG8VmMo31LbwshvPYsUjtOZl88Ny75Nq9OQiBzrdXK4K0Cv7L8oGLz7XthjYX7w/uMs\nqjOMY8yjxyLm5RHduzsnrx1AM5uIjCxACkaxpPojVJsCup6mgMDA5CdksvDGuPk0nnsZV15xLgt9\nR/j4jjvx7to0YB+byify4ClXYo+FuXfV7ymMZEaQ7LPnMPavz6GUVwxYLxfUQIDInl2Ed+6g85MP\naVn1Fvb2rqzPeG4qkNcx5PcCs0fhO2sK8QkVyC43VsWJzezCYfZgVRzpQN0s2/uoFdmG1ANuau3i\nT7d/i3lvP40jbgRYLXYP746ey6T2Q5zUMvg9C4AoIijKwM9FEDCVlSO7PcQbG0j6uoceUZBE4qV5\naIqM3BHA5B++PKQqCBzMr2Dt1Hk4HDrnfrgKl88I1uJFTlpuXULglLED1nO9t4/yX7yOmNTQZNHo\nY+k9HiA4s4qGO88l4XEgCMce3DBJZho6ofz5Dxn15gaUQCah0YF4uZuOaxYR6U5Q+cz7KD1DN0ZD\n/8ZVke6zp9J93nRio4sw17VT8OxG8t7P6PSrVoWuZdPp+sysLD67SbKArpHQMk6YzjU1lD/wZpqP\nrwvQfc40mr+yNGfj7mCw1LZQefeLmLpD6KJA8r+uo+DGmyjKq8Ku5HHwj7/Ed/8vkVqMgoZmlvFf\nOp/ir91J9bgzMMtWAtFODrfv4HDHDrpDuVXS+kNAHBBcO8weChwVmGQzwaiP9mD9QM+TITC17HRm\njjoLURSJJ7KdMCPxIIFoF8FoF+F4D5F4gGgybLhmqrH/EwZRQ0EUpLSEpSyZMYkKspT6P+Usm3k1\n9MsHvmcsbxLNqe0YrrTH0yMwFDRdI56MZDT8h9D1730/12jP8V4Xs8mGRTaet8az14ZZtiGKMuhG\nsp9U48TVKLFEiHDcTyjWc1yJqoCIzezEbnanJCLdWEx2NF0jlggSivsJRDoJxrqJJY9h8PcpQhZN\nKLINs2zFnDpvs2xDMVnT0wPek60DXGrhRLPrp47eQL6wSEG3isSTYSJpc6EgkZgf/a+v4HnsnfQQ\naefyk2i94bQsxYvhQBYVbIoLBBt7WsPYTT481iRiOI7r7X2UvLoNqSEz/BkvdtG1/CS6z56aU6JR\nFEQqPBOpKpiCSVRo8NXS1F1LMNaNGIxS9JePyH95a8YlsCKfrmnV1LaKiB0hJkkxSqN+Eq0tQ6qW\n5IKOEZT43W46S0dQMq6aLXEbawPgjgQ4rW5LFj2jP0IFefRcMQf/4mpUZ6YJUTnSTsUT6zFv2p9l\nna4DCYuCajNjDoSH1WSsKTLBknw6iwppdRfSU+RFGOGkoNqKucSWFbE0+s2pRtk8zpowiQunlPL0\nptc5tbIRW6oK74sqTCxbypkTTqUr1ERNyyccat+Oecdhqr67AjGWJFTi4Tc33c6bXRVEk0aVOc8i\nE0/qRPolRpdMq+T7S6fg/esjNN53txGM5+cz5o9/wXrSbBp/+F18r6wk2Z67YbYvDUHHsJcXNA3H\nliMDbOr7BkqRqbN4sHwer5ZP56SW/dyyYQWT2uuyrx0Ca6afwSk//D7Ff/w1vpdfTL8nuVyM+fMz\n5C0565ifAcCbexv4wt8/TqsJCbpGRU8r39//LOMOH2BRQw83/+gONiqjaAmYCcRlxhcWsOZLZ2Gz\nHIdbcg7omkbns0/T+MPvEW8wpAgjJgvrRkxhdHcTo7ubht6AJEMOupuYl4dktZHo7IDE0A2AuiiQ\nzLMixpKDOpYOhR6Hk51nzsd3/gxG0k3lo+/i+sQY9dElkY5LZtN+1cloZoPa0ZfHnr9yC6UPrzaW\nJdskLjypjIb/Oo9kaR8zpD6wmFzk24vJsxZiN7tJqnF66mvRfvIIto/2Zo0K6aJAcMZIOr58NvKh\nRoqeWJuWVsy6FuQeXdCBZL6d5hsXEVhQDYqEdXcjhc9+gvOTzKhOwm2j66JZdJ0/Hc1hGbT3AUD0\nR6i6+0Wse5vS+4yX5HHk3ouJV3pzrzTgGjgM/5D19Wh3/RyiUUSHgzFP/Q332eeRUGPsff73BH78\nC5QDzelrEV42j/LvfJ/Rk5cQTQSp69jJwbatdIWOcb8BimRJu4r2hU1xYVVcJNQYgUhHziqlgDBk\n9dJh9uJ1lNLkO0BCjf5bqTUCIopsxWqyY1PysJvduGwF5FmK8DiKMYkW/NEOfOFW/JF2/JFOAtEu\nQnEf8eSxDacEBKOfTTT6iXqrsaquZgkl/CshCCKyqBjB/xAJgqlPItG7nClnIpHZhiTIQ6qmJNUE\nsWRvoJ8K+rNMvsLp93uX+WdHZ0ySGXMq8DcSGQkdPdXAHCehxognjSRS/ydkVI8XAgKSpGCWLFhM\nRlOq05KPVXEMGqzL4vHFe0PhRCD/KaOv/KTW0YpmN6Pazcarw2JMO8ygaji21GFKUU8SXgctV80n\nMnEkjZqZDsmBYPdw4bRqrCYzoVg3XaFmukPN2UNqusCedjubG51sa3Fy05wYEwsMKTJVVXjvT52c\n8uFa5jbuyaxjtRA7dx5ty6cSKBlcY1hAxGUtwG4u4L0DzdhNIUZ0NlH52Hs4UqY2uijQdcFJtFx9\nKu6SSqq8kxlbMIc/v7OLx15di8PXRWHYx6kOnXPyJaSOJoIN9cSOHsXUM9CQ5pjoZzw04IdckmD+\nSfScPY2maW40JVUhS2p4X9iE96UtyJ3BrHXCspmeeQsILV3Ezu07mXi0loqmo9g6eoatIqQpMtES\nN4kyN4myPOJlHuKlhkFWh6uYNUedbGrMwxeV+MykThaN7EJIcYS8jgrmjDqPfe02PveXd5lY2M4l\nPZs46X+eQ0yoREcWsO9Hn2V7tIID3RW8sz87eLtwygjuPnsa08sy5lo977zJwRuuQe3uBkGg/O77\nKL3zrvSD+eDN19P11z8f87xUq4nGLy1BCUTJW7Ub66HBVXO6LQ5erV7IixMXMSvUwlVr/84oX3aV\nULTaKPmvbyF78jl61x3ofZRjSr/xLcq/fw+CNJAWE4nHueHv63lhRz3JHI3eNpPEU1edysXTqhAE\nAee3/kYoPjBgzrcprLp5KdMrhhd49YV/zfsc/e5dhLduTp2MiGPuycSO1GX5PfRH7wBr/1qtoJgR\nFAUtOExKGEPTpQYgYyMBQHhyBR2XzCIwbwyCpuN9YROFf/s4TSsJTa2g+balxKoKBu5b0yl+/D0K\nX9gy4Jiiowtp+K/ziI8qJKkJ5FkLKXQW47IUsupAmN9/1EZrUGF6qcy9Z3tJJusJrPmAksfex3Kw\nrZ/6jELXOVNpu/ZUbLUtlD70blYja3o5k2R4U+S4RpGRBdR/5wLUSi/oOo4Nhyh4dgP23Y3p5eIl\neXRcOgffmZMNX4xjwPvcBoqf/DBNQdREkeZr5uP77MmDrmM3u/Hay/A6ysl3lOG1l2MxOWj77a84\n+t27QNcxlVcwfsVLUD2KPav+ROinv8a2JVOwSCycTvk9P6Jw+nwOtm/lQOvmnNz0gRBSTd/ZgZMi\nWdHRB/UesSmGCkYo1sOxaAGCIA7Y/n86R97QdTc03CVRTjt4SqIJEFKGUoaqTVKNk1TjAxKgXBCR\nsSlOrIojLQ1quIDakETRMIciZVaV2kdvcqWqibTqjfEaTwWlvdOZ0aB/JQSEHKMF5vS0nGPkwJQa\nKcj1njF6oJNUkyTUKLFkqrqfNNx7I4kA4XiAaCJILBkhnoz82xKkXJBEE3JKmERHI6HGULWh7g0B\npyUft60Yj60Yt70Yt80oZHxaIym9OBHIf8oYjiHUcKGLAprdjOawgsMGLju6045qNxNWIGkX0Ryp\nRMFhQbUpOApHYPOWcjjegGCXDCWJjjF8Z/Rceh5/mI6n/5w1nO9YeiaW6y6ne0Y5ta2fpCTHhoaI\nhOXD/ZQ/tirdaJvMs9J23UK6z5qCLooE4xK1HTa2txRz22lLuGzGSA50BHjggz38ccMBEqqOqGnk\nR3q4qHMb1+x9H+XI0Zya13CcAUwKGgIBm4Oe0gLUUflYyqxoXjtCXCXv3T3YapoGyNId9FbwyKzP\n0Dp3MStvOI1t614i/vrfGLFtL9ba1qyq/nChSyLxYhfxMjfRknysY0bjHDeJbq9Okz2Q5mhvaXKy\nYncxrUEzoHNFx8fc/uIfEDWNyLhi6n56OZrdzKEuK+8f9qAo47j//LnMGpE7KI0ePsSBqy4jsnM7\nAO4LLmL0I08guQx96a6VL3Dohs+hx+MGzUM2oYdDOYMjBIHoqAJ8iydi6g7hfm/voPKJGvDJiKm8\nOHExYxWVmza/hNDcmLVNU2kZxbfdTvufniRWszc93z5nHuOeeR5TsdFg+Nruo3zp+Q00DEKnqMiz\n8vz1i5k9IhN89qrWtAcinPzgG9TlaL42SSI/XXYSt5828ZhavZGafTT84Nv4Xsvw3c1jx5Fsa0P1\n5+YND3bfqghogoCcQ20oa/1BlFdyQRMEtJIShLa2ASZSuijgXziezotnE6kuBcC2vZ7Sh1ZhqTco\nG8k8Ky03LaZnySR6WeVZlyQSZ8xX/oKljxSjDgRLvbz1uUvZXjiWlqCZ5oCZzrAJh1nioYsnMqs8\nTkPXPhp8R0mqIWQ0vM9touDFTUi+jIlVr/pM2+dOwb9kMtZdDZQ9+A6W+oEBvCZLCKo60IkVCE2p\n4Oj3l6Pl2UDVyPtgHwXPbkjzzwGiowppv3wu/tOqM836ua6pDjaTE0+nRt4dDyE1ZiQlI9UlHLn3\nYmM/KdjNboqcVUa13VFGvr0Miynb5VVLJKi/83ban3jU+BxmzKToqUepqV9H9IFHyHsvU2zRpo6j\n4O7v0z7OTn3nnmPy04fCYFV1UZApcJbjshYST4RpCxwZ1vN/MDjM+Vw29y7e2P5IJljVU1KPasKQ\nZcwxMnACApLYy8OWU9Nyep7BsxczvHOEfs+sTMbe1yhK13t58ikJTE1Ny2KqeiqR0JL8O5IE46h7\nOed6zvvz34Xefofe63g8a4qp5Hao8zEKpF7cthLctqKUW3IxLqsXURhYxBoOTgTyQ6C6uvok4BFg\nMrAfuKWmpmZIsebeQN7ZXgvdXSR8XSR7ukj6fGj+HpI+P762TjR/EHMkghKJoQTCQ2pn/6PQBUO/\nWnUYyYDociJYrUhdQYT6FoRIH4fF4iIsy87Ct2AMdTSiOcwkbVY2tzpJagIVrhhlrjhin19QIWY0\nixX+/ZN0VS8ytpjmW88gMrm8z5GI+GN2Vh+0sPpwPqF4Jhu9Zf54frF8NhaTxLpdh3jqtm9y2c5V\nuGMDZfE0WSQ6pphYpZekx4appQfb3mZM7f5/+NrpvXSYfo1xumJi/5hqfjPxPGodFRSUiZwzooWF\nHXtwbjqEc8OhbLUgjIAqmecAiwmiMRTfsX8UdcEwCYqXuYmXeYiV5HHAVspb0VEIVTO4uOMA0x/8\nASI6vokjaPrJxWkKlkmyMLZoJtWl83DbinNuXw2HqfvKLXT9/W8AWMZVM/bpFVgnTATAv/YD9l12\nEUIwQMhk4a6lX2Jyex3La9ZQGuzMbU4EJD02IuOK0UUR56a6QQ3PTOUVFH7+BgSTiZbfPYjaTwff\nNn0G5jFj6X5hRXqe6HLx9xvu5sG4l4Sa+7s/o8zD7y87mbmVA6vH/bWsk8kkn/njB7y+b2DVXAAu\nmFzO09cswmLKfogm2tpo+sl9tD3xaJoqJhcUovp7skYSjoXBKvJZywgYDWHDkJUVnA6SU8ZxpKqQ\n8CgnlW9vxrW5LmsZ1abQfc5Uui6cSSIlYSp1hyh57APcq/ek99l93nRar1uY0/1TTWrkPfwhla9t\nzEqwWx35/OH8zxI8aRTlzhiFjjgeSwKnOYnVpCEJ2YmA6AtR+vB7uD7cn3Wf6IJAaNoImm85nfjI\nAlxrayn645qcRlRDUWgCs0fR+I1z0Nx2hGgC15s7KXphE0pb5vsZmlpBx+VzCc4eNSh3JqFCNClh\nljUUQaXkoXfJf317RkDALNP4tbPxnz4xvfzaOg9VhYu477zBK/MAyZ4eDn7+SvzvvgOA5ewltHxp\nKeqTK/C8ui098qdVFhO6dTnNswpJDMJBdprz8ToraPLtHxYlpBdm2U6Rq4piVxUeWyk90XYOtW2l\nI9gw7G30hyLbmFp+GhPK5mOSlGGZsem6RkKNE0vx5Hurr32nB38vyr8v8BQzAXeKXtPrtGpU8off\nSPn/NxhOtYJBvezbqKunp/h3fS65IAlyymBMNhqMEfoM5uvpz6s3oflPgIBInrUQj6METyrId9tK\ncFo8CEP0a8GJQH5QVFdXW4ADwI+Ax4FrgJ8Co2tqagYVXx6q2XVbYxef++uH7G01qiunjizkT1cv\noC0Y5ZKHVnLftseZvM5oFtRkCf2iM3CefCpJfw8JXzcNDS342zqxRMNYIxFssRiWaAwxGEEKRhBy\nKI/8s1AtJlS7GdVhQ3I5CJsVAmYZ1WZGcVsxuc2oahzn+oPY92QCpZ5Tx9F64yIS/fiyug7hhEi9\nz8UZE5Zw9qQ5APz6gz3c8bJBWRA1jQu7arincS3h9R/nPC5NFgmdVIV/wXjC40vwvLOL/Fe2ZVFh\nErJMXDJhj2X/2B03RQFDB1soLsZcWkqLGRIeHUkRMXUFUY52Ya7ryLJ1B2i1uTlSOYbxc6opKLAR\nPnoIta4eqbEDU2vPsIK2eJ6NuNmMo81oRA1VlZO863KaCxKoTnM6KCl2jaK6dB5V3ikDhu10Xaft\n4Yc4+u1voCeTiA4HFb/7A6+VT+e3H+4jtHM7v3r9AQrCPSREiZ1f+28u/MZtlLis9Kx+h8O33Ei8\nqXHQQEpTZJIFTjRZxJqjigqAJOE+73xkTz6dLzyX5QYM4DjlVPzbtyGGQ+nt/nHmBTw2+yL0Pg+x\neVUF/Oz8WSwYXTToNRsqmPjJqp3c89Z2Ejmu/eh8O2/fvIQqu0LLQ7+m+Rf3owUM2ototaFFI4Mq\nS/wjGPZ9WFFCbEoVPdVe/BMKiVV6DWrMcxspfPrjrHs+7rXTdfEcus+ZimZPPX9UDc8bOyh+ci1S\n0FDNiowtpvkrS4lUlyKLZhr8Jg52SbQEzHSHBM5a9x5LVr+D0oevr5pljn79XIKLqo+p/w5g3dlA\nyaPvYd3fmk2fsZjwnTmZ1utPQ4wn8by2zTDI6qcRP+SIBRCcNZLGO89BzXeg90QpeG0rBSu3IPsz\n33f/KWPpuGwukUllQ/Lfs4/7KJX3vYScahzWgcRpM9j/jdMh5Z5cmT+JNw5U8cAH9QgCrL71LE4b\nkzuZjtUfYf8ly4ns3Q1A8NIFhGxQsGJDusch6bHT9rlT6D57atq4rxeKZKHINZKK/AnEExFqWzcQ\njHUf8zxc1kKKXVUUOasoco3EYcmnpecgB1o3c6RzN9o/URkvc49ncvkCytzjUPUk+1s2UtuygYtm\nfZ2XtvzKaOqUzCmpTYOXbZLNyGK/+anX/tODUQ90XUs10g4M8mOJgQlB+r1keFA60acFSZAxyZYU\nD9puNCaKJgQRNDVJJBEkHA8QivUMi79tkixYTDYU2YYiWVLXz6C16GioqcTBMLFSM4ZV6dc+RlZa\nMrPc//Hm4v97ELCb3bhtRRTYyylwVuKxl2A356WTqhOB/CCorq4+F3ikpqamss+8ncB9NTU1zw62\nXm75SZ1fr93Ld17bSlzVEAWB7585le8sncqe1h7O+N3bdEfilLqsvDi2neR3voPcaQQQiTkT6Pn+\nQ3ztk24OdBjzip0W/ueCWVw1c1T6g0wmVe58bg2vrd9KoRbiM1UJZucFCbbXoweCSKEYYjCGFIoh\nheKYwkmkUBwxGEH0BREDkeM2mRoOdEkk6bIY1B+72RgdsPedNhO3WWnW7eyK5HMkmUdlZRX3X30m\n1vxi2nbV8Pp37mHyxlUogzyANFGkc2IV8XmVmDt6yH99R7pxTgci40voKSnAvfUw1kCmSp4QJPYV\nVtFYMoolcybSdfQoHQdrqWo7ij0YHDa1Iet8RQFdZ2AlW5KwTZ2G6/SlfDRmNvfWt7LUXscMtQFv\nRydKsw9Tkw+luRuleXjcfNVhJl7qIV6Wl+bjaxXFlE5ZwMTpF+C2Zzs8BtatpfZzV6C1Gxzbp2ac\nxyNzLkETRc60J/jesz/G3FAHgkDlz35J8a238dCH+/j2a1sZe2QPP3j3UcpDnenrmpuCA6rNDLqO\nPEgjpjJ6NJaqkfjXfZjlrqoKIu3WPErCmSBlV+Fo7jz3a4wfP5IfnXcSZ4wrOSYVZjhVwXUHW1j+\nxPv4+jiBCrrG2fvXc+vG5ynulT6VpONu3B4MwwncdUAt9uCfP4bg5DIik8oN07YUxECU/Ne3UfDs\nBqRQ5tolvHZavrAY/6Jsyohlfyulv3kHW22LsZzVTOv1F5J/7QVoopZSFQkQTYQIx8N4Xt1MyZNr\nsrYN0LNgPA3fWz7wePsHx5pG/sotFKzYiNyVoWnpQKLYRftnT8F31hTs247geW07ro8PDNlI3X+e\nDsSqCjjy40tJeh3IHQG8L27ONtqSRHynT6Tt0jnEKguGYtCkYZLMJGMOLHc9yajdNen9BWwOfD/5\nLP5qY1TDbnYzb/RyKr2TiCZU5v3qdXa1+BjhtrH1zvPx2LKLN8FNG9h/+UUk29oMTf3FE3HsqE8b\nTqlWE52XzqHz4tlZuvEOSz5V+ZMp84znSMdOGrprhqTXCIgUOkdQ5KpK/1lMhvqOP9LBgbbNHGjd\n8k9RdGRRYWzxLCaWzifPVkhSjVPT8gm7GtakVUQ+LY68KEh9AvtetZc+0zmSgcHmG0ovJuMeTEb7\nBfnhY44IxJLh41LwGe75SaIpVTU2aBxJLUFCjXHsyraANc3BtyKLSmqEAFRNzfDPU8d+/HKOuSEJ\nMpKkYBIVJMk49kzlW0LsS/8RhBR1hnTykEk4MtNGMpJMv/bO+0+q7v9nw+j5sEp5jDadAScC+WxU\nV1d/HTi7pqbmnD7zVgA7ampq7h1svf6BfLM/zPVPf8Q7tQZffmS+nT9ftYD5o4qoaeth8UNv0xaM\n4rWZef/LZzGpxE2orYEdt1yJ/LbB4knazfzt3Mt42HsGX144kXvOnk5en4e+puncsmI9f/jkAABX\nzxrFE1fMR5ZENF2jzV9HbfMGDnfsGMD5sikuKr2TqfJO4eDODl7/7j0s2b0OVywT8MYLnYQnlhEv\nziPg07FGVfIScWI+P6ZQBCUcRQ5Hs+QKPy1osohqt5CwKEgJFZM/nD08Tz8DGKC1rBQFFU9TdiOd\nf95oQtMrsdW04Pz4QJbpUdBq561Rc3lj3Hx2FY9BEAX+pzTC4hcfJrF9xwAuvWZTUPOsiOH4kK62\ng0EHQiYrbQ4P0qhKnFV5BJwJpCIzSY8dXRIQIwnk7hBKSw+WZj/W3Q3IXcNz4tTMMolSD/qIEsyj\nxxAuGcFHmpu3jia4dvVzTG0zVErqJsyi9JEnOXXmBJIdHdRecgHhLcao0HPzLuIX05enIzVrIsqX\n1z/HpXsM1ZIkIl1WJ55oEFnP3XioSyKCrudMEhOSTIPdS6W/DanPgzsmSpg0NU1F0ewOJqx4mbyF\npw3r3IcTyPeiIxhl8UNvY932CV/9+BkmdBxJH/unTXUbCjoQmDea5i8tIZmiwvSFqdmH98XNhrRs\nLHPfamaZlpsW071sOggCqibQEZZJ9MSpfvYDqt7ZnL723Ysm0vrFRah95BV74XpvL6UPrx5wL+sC\nNHzjPPxLJg15/GJPmJJH3ydvTU1WEqoLEJpcQcstp6N67Ljf3oXnzZ0ordkBZa7vMf3mqYpM/d0X\nEp41yjDgWrGRvHd3p5N21SzTefY0ui6ZjVrsGvRYAzGJOp+Vep+Fep+FG+efwkV1ezny1VvTWv4a\nArVL56HeMd+QChVEJpcvZPqIJZikzLN3Z3M38371OrGkxmXTq3j6moXpRPPIM4/T+uWvIsTiaGaZ\nZJ4Vpc0IeHVJpOu8abRfdQqqx0jU8u1ljPRORQcauvfSFWoestnPLNuoLplLef4EvI7yLBWMhBqj\nrmMnB1o30eqvG3Qbw4HD7GFi2XzGFs/GLFtJJGPsa1nP7sY1aU69gMjoohmcVn0F2+tXk1BjJFVD\nRSSRek1qMRLJWFpdJKHG/6XNjEYzpjkrQcgkADkSBLHPCIFkyCEaKjUampYkocWJJoIEo92EYj4i\niQDReIi4Gkmd27+Pfz4UDOWXHFKH/WQPlT4qK2bZiij+Y/zt40UvNz0d3GsDA/7+gX/f0YicCULf\nJuNhLKeqiTTtpn8S8p/oi3BCR34QVFdXfw+YWVNTc3GfeX8Cmmpqar412Hp9A/m3D7Rx498/piNk\nDGcEHWNtAAAgAElEQVRfNXMUv714LnlWhcOdARY99DaNPWHyLCZW3XomM1NKGvGkyq/X7KPhrw9w\n5avPIKfWD58xm1mPPYejeER6f6qmcdOz63kqZRp03ZwxPHr5yUg59IxjiQir9/2Z1p7cpjqBmMTW\nZifb662cefAon9vzXrpREiDpttG1bDoHlyzl+1srCcZlJAFOripkT2sPwXAYrxbCqwZZbA2w+KOX\nqNi+Lx0EJ8ryEWZMRBd0kj4/iZ4eTOEoUmqkQAzH/qEq+FDIFZAl86xERhciCAJKY/cArnso341j\n2ZmEl13J3YdNrD/QzPVbXuGifR/gjmQr7SQdZnxnTKTr/JOQw3HDYCtlvCWnTLgsnXG05i7MseMf\n2tUUmaTXTiLfQTLfjqU5gDklSydOGo82dRzJjna0phakxnYk/7GTCk0S0CxK+r4iz4nza1/Ce/b5\nNEpetn72KqYcMgyeXq5eyP2nXYuaeoifPraEBS17mfXIf1OSqlp3jJvKrJ//DP+Tf8C/ehVqT26Z\nQBg8OA4oVhzxSD9XThGht5okCJTc+U0q7v7vT6Ui34vIvr1GI+vrrw5r+X8W8RJD8918tDN9r4em\nVtBy8+lExw6kZlj3NFLw/Cac/SrXAKGTx9P27c+QtCkZrqeukff+PooffQ9Tt9EgHCv30PzlpYRm\nVmWtr+vg2HiQsgffQenIJIi93xlVkWj4wUUGr7wfeivxln1NlD78HtZ9zdna7WYZ3xmTaL1+Aba9\nzXje2IFzw6EB5zCcAB4gMKOShu8uR2nqpvDZDTg/2p++fkmnha4LZ9K1/CRUlzVrvXBcpM5nZX+n\njSM+K7Mqx3HzKTO44A/v0xaM4g77+eUbDzCh40imCl9STN29yxErjYSqtsNGR3Q2j1xxbs577zdr\n9/K1lZuwmVR+c1Elo/JaCD/yJAWPGwmvllLY6UXPgvG0Xb+QeLmHfHs5edZCIokAncHGYdE/REFk\n3uiLGF8yJ+t4dF2n1X+YA62bqevY+U/rfBe7RjGp7FRGeCchCiLxZJS9zR+xp/HDtN62KEiMLZrF\n1BGLcFq8x/Xdg16d8EQqsI+R7Bv4pxOB1Htarvnx1DqZ6X8VR71XH75XktJoTBVTlWg91Wyqppp9\n4yQ19V8qiZgLhoSmjEkyo8g2rIojJdXpSuuU974a08arSTIf87n7/wp0PSM7OjAxyE4QshuMM2pF\nfe/1vopFqpbMvKoJVC1OMk2LMhIOXR9osnYikB8E1dXVdwBn1tTUnNtn3gpgW01NzX8Ptl5vIP9s\nQ5Kfr6kFwGk28dAlc7l61mgAGnvCLH7oLQ51BrErMm9+cQnzRxmc3/cPtHDbCxvSPPqZso/71z+M\ns9dEyuuk8Jf/w9iLbySpalz39Dqe3loHwE0nj+N3l8xDHMKBRdd1djeuZVPdG4COKIgE4wo2U/YP\niEkyM8IzgUPvNtD58HOcWrc17faoySIdCyby1IQLeUWsJp5SclEkkcumV9EWjKZHIM7WDvPN9X/B\nvtNIHnRJJHzFeXzWeQ5tGJUosyyy7rZZdPV8TFtLDaqvBykcywT4od7paB96UAxTa49BQ/lfaBRO\nXy9AV2SSLitxh42kDtYOP0ooMiAAiZe76TpvOuFplakGY7NBM0mN7Td1SazbKFO4u4XPxxpQt23G\n3dORa7fHDdFqxVRahlTgJW6SaY/60dUw5mQcMRRF7g7ndPkccL4CxLwu9ISKtceottWVjuC5C65j\n7tKz+OPONva1+Q3zqa3Ps2j76vT+K+75MUW3fBlN12n7zS9p/8OjxI7UoWsDFVoGq3hrqRaywWCb\nMZPqV95C9ngGXWY4wUSirY3GH99rKIho/zsVFk0WiY4tJjS9kvCEUsxHOyl4bmOaCx4vctF60yL8\nC8Zn81NUDde6/Xhf2IRt30DlK9Viovm2pfQsmZS1nnK0i9KHVuHYVm/sX5Fpv3IenZfOGeBea93Z\nQPkv30Rp8mVoK31oYck8K/X3XpxWuum9nIIAaBqeV7dR+PcNWVKuOpAodNJ+5TxCM0difX0P+e/s\nwu7LTpQHQ38KTa8WR9s184lUl1KwYmP63MAYKey8ZDbd50xFtyipS2dmZ6uJDQ0udrc5CcYHcq2/\nvWQKX5g3lt9fcwufWftc2pFXk2UCt55Hw7LxgFHYeGFPCWvr8tAReODC2dx+2sT0dmKJMK3+wzT7\nDvHR4R24zQEEVaXst6vwvLlzwH5DUyto/cIixOkTkUUTwagPVc9dkRYEEbe1CF3X8UVa0/M9thKW\nTr4euzkzahOK+TjQupkDbVsIRAfpUekDUZCwKXmEYr6c1cVK72Smj1iC11GWPs89TevY27SOeCrR\nEAWJ8SVzmFK+GKvi4GDbFva3buL8GV/mrZ1/yK7u9q3smjLVX0WyHLOJ73ih63omUEqNACT6JQB9\nkwWDhhIlljA49PFkNC0Baajs/OsrsL2UlONNSESk9Hqf9jH3avT3BvZ9p/u/ZqaNz1kWlRNJwP8y\nTnDkB0GKI/9QTU3N6D7zdgJ319TUvDDYer2B/Pb7f8jP7HMpnD6LP12zkFFeJwDtwSiLH3qLfW1+\nzLLIqzeewRnjSmn2h/mvlzeng3JBgBvnjeNH552Ex2pi1wPfIvKTB9PqMOqlZ/L7Bbfxl71GVfRL\np1bz4GfmDPsL09pzmNV7/0osaVTiPq530RayculUSCRbs5aNJQUa92nYX9zMKZvXY+0jX3l01Ej+\nNPF8Jl19FRPKvHzrtS20pgKVs6rLePyKUyh1Wqh96gG67/0xcrvxox5321mxZDnPjzqfA9+5FEWR\n2NXczWVPfsChrh4WVHVz8ogeKvMimI8huWpq9pH/8lY8b+7Iovf4izzEFTOutk6U+OBDuJosoiky\nYjyZZUrzaUG1moy+gJRUqGo3E7VY8Ml2AkkTjkAYe2s7hW2tmJP9GtAsFqzjqhFKCujR/cS62pE7\ngyiN3YMqxQwFTZFRHWZ0swlRlBEiccRu/7BHQuIeO4HCfJIVZRRPrsYS04mveBWty+C1OxcuYtTv\nHydaXM71z3zE63saGNe0n1s3Ps+UtkNYkvFhB/WDQbTbGbfiZVwLF+V8f6hAXotEaPntr2j6+U/R\nQ/+41F4uJB1mwpMrCM2oJDypjOiYIpAl7JvrKHnkvbScomox0XHFPDovnoVuNqWDZDEcx/P2Trwr\nN2eNEvWt6IbHl9D4rWXEyzKJjBBLUPjMJ3hXbEwvF5gziuYvLSFR6iauynSEJHxRGflAB2c9tRL7\nkYwcqCYKhCeUYt9jGB3Fi1wc+dGlxEdkfAkAxGCU4sfex/3evixami5AeGIZ+z93Op31KhXvbmXc\n/tohE7K+lfdcATykKu3LZuDcdBjrgcwzKVqZT8dlc/EvnkhSkggn8jhj4kJGF0zHqjj5xXu7+ear\n2Xr3fTG6s4En1vwOS1tzep/NY6rouf+CtFFeRf4Mbn9FYF9bHLMsEktqOM0qT189Hq+1k5aeQ3SF\nWvqciXF9Kn+4EvuubBWYaJWXji+cTs+ckUPe6CbJQpl7LNUlJ2NTXLy167E+DpYCJ1UuZdqIMxAE\ngaSaoL5rN/tbNtHcc2DwjfYemyBRkjeGqoKpbKt/h0h8YHJV5h7HqeMuw242aEnRRIjdjWvZ1/xx\nirsNkigzvmQeU8pPQ5Et1LZsYHfjWsKp7R0PR15AMIK+AYF+Kgkw2QcY6fQaAfX/nettgjUaXsOG\nc2yilwMfJpbo5cKnuOOJcJoH/2lV8Ht574aMpACIKaUUI7BO0zb+TZSbXllFyMhU/iuOQxDEQRIA\nW84EoO+IgCyaTiQBw8CJQH4QVFdXm4FDGEo1D5NRrRlVU1MzaATQX0deB3SbGXHMSFznfIZ7W8y8\nq+fR7fDwwg2nc3Z1Gb9bV8Pdb23Hn2q8m1mRz0OXzBsgrde+az37r78a016Dxxsu8XD/mTcw4ZxL\n+cXy2cd1w79/oIUrn3qLa2fWM7HQOJ08axlnTr4GQRD568bVHGrfyfiCcJbFuhZKoL5cy/hVn2Br\nzOhKB/MLeXLcYl6ecBpJVx4/Xz6bL548LuuYbvvLW4x54QHmv/d+OuCIT6pi5C9+zQptNN94ZQta\nv89aFAQ+M9nG52dGCMeOpH8w+kLXQUdACEXxrtqN96XNKM0ZDm6sNM+gB3RH8XxcO6gWfJvNzV9O\nOpetY6cy0R7nevUw+Z+sx7Qz2xVWM0kkCp3pYXy5y6DS9LWq/9+CZlFQ8x3EihwoTd1pzm2ouoT4\nCC96NEnUr5LsSeKOJ3GFAjCI1vlQUEURTBJiUk2b4Az7GEWRQ9Xj2DjxJPbbStltLuOIlA+CiDUe\n4eaNL7Dk4Ea8kZ4BkozHE9QXf/XrjPjRzwbc97kCeV3T6Pz73zj63btItmUnqv8Ieps3Q9MrCZ1U\nRXhSGYkiV3aFvKGLksfez3IS9S2dROv1p5Hsw1OX2/14V27B88aOLKfWaJUXpcmHmFDRBei4bC7t\n15yKnpLJlEQT3i3N5D/4ClKTkSQIJYXY7/4m7guWYzfnYVVcyKKJZ1auRv/mrYxtPpQJmgXwzx9H\ntNJL8dNGP050ZAFHfnRp1vFZalsoefg9bHsbsxI+1SSzf8403pyxkBEb9nL67o/Jj2TMrfo6Bfci\n6bKCqiL3a6bVAc1uRkrRveJFThCErIQmPKGUjivmETp5PEG1jL9t09ne4iSckFgyroS3bzkzvezv\nPqzhKy9uyP7QNI3vfvAEy2rXZe47u5UDt59L7LTUaKnfjNt5Bl9euIhtDU185fmXqczzM6EwTLkr\nymCDnea6dkbe9WxWj0HCa6ft8wvwLZ08qGa9XXEzqnA6Iwum4nWUIwgCOxs+YHPdm/QGWVaTg7Om\nfhG3tZCOYAP7mj/icPuOYamPeGwlzBp5DmaTg3X7n8MXHnjvO8z5nDHxc+SnKvCReIBdjWupaV6f\npufIoonq0lOYXL4QURDZ2/QR+5o/TlNsBASqCqZy+sSrWX/wZeKpQDk7oI7w6QSOhl63kJJD1FNy\ngp8WFMmCOaUWk80dt6aTif5unYpsGbYGuDFqkMjuH+jXR9B/FOFYtKN/rxJNqrFV4FNrrO2FKEj9\ngvyBCUFvUtD/Pen/oSTgRCA/BKqrq6dhBPFTMaQobx2ujvyxDKE0xQTjJ7LWUspGcwGH8ivoKKni\nm5cu4ounjMvJcQcIR8L8/ZarmbzyNQRVQxcFhBsvZ8aPH8NkseVcpz9+/M5OfvDmNkPbWtC5c0GY\nCQV1gNFAFdIWcPPzRsXOqSSZURpgZpmfSUUhZLFXVFnHsaWO/Bc34+yjYR03mXFc9lnGf/0OrBMz\nDXJzf/kam1OGMpMTTfxszzN412eGn/fNn8kPJl1NvWRUAV0WEzfMHct9587Apsjsb/fzjZc38/a+\nek5NVetHeWJI4sAHRzKuYfqojuKXN+PdcyQ9X7UpdJ85GVNbgLyPB69iJc0WCj9/LesuuJEbX9+F\nNRrm9MObuODAOqY31mYtGytz07NkEr4zJpHMs1H05Frcq3ZnKbboQExRaKmsIDy+hAIhihKOZJSE\nUjQiMfS/1TAsodsUg35gMqEKAklNQ0L9/9g77/g46mvtf6ds75JWvVmyLVly77jbGNNrAoEE0ntI\nQm4SSCPcG9JuQkJ6IQQCIaEGsAMEg417N+69qnftarXavjvz/jGrWa0lgQnmJu+9nM9H3vXuzOz0\nec75Ped5NKAeSyJFEllV1vON8wXeKbOBUL4Hf14unR4vXTlFjJ02nXkohJ98iuiRQ5B469turqtn\nwur1WVSbc4F8/4Z1nL3908TPnn7Lyx8MRRaJlecyMKOS0LRKIjWFGXnHc0IciOJ9fDs5K/foIzzh\nCcV0fHqpTlUBMJ/sIPfZ13FtPJ5xDDVI9C0YD70Rcg40ADDgdPDsLTdzoKIeX1jGH5UxdPVzx9an\nmHdKa0xGkij43Bco+cY9SHYNhCtqivaTu2n79GdQdx7IqnoPTK+k5cuXkf/kDnJX7QU06kfTPdeR\nspkRVAX3ywfxPr4dQ3cwa96A08UzU5ejuM1ceXQrJSfPZm2/KghZuvOqAKG6YlJWE85dZ4dR0qKV\nucjBqO5ynTLJWQ29wVlj8N88n7xFK6jwTqTEU4NBMvHk3rO8/7HN+nTj8hwcvvNqpLQz8EM7TvHJ\np7ehqjC7+SDfW/M7HPGw/rstc+rpv/tSkEVSisQLx3No7TcxPjfMkmoVWejjXOCZUiChyJjl9Pol\nU+T/aTN5f9uV0Zs3SnR/YB69107XPR+GhsdaSEXeRCpyJ+K2FuhgIxoPsebIw1m67lXeqUwru5T9\nLWvOm/cuCCJV3qnUlywkkYqx4/QqfKGRPBREppYvZ1LZYkRBIhzr51DrBo537NSbUGXJyISiedSX\nLCClpDjcupETHTvTbqMZjvzE0kU4LXn6taeoSlohZrAiHiGaCBGJBwjF+okmBogmQumqeDQNYhNv\nSxLzTfcLIpIo682ug0DcLNuxmBxYjU5sRjdmo+1f0uT5dkJRUiSUcxqMkxFCsX4GYlozbjiu7fdY\nIkw8FdVHWf63hihIo1b9h78Omc5gyWoc//8h3gXyFzgGgbyxbT/+3/8K+cBpZH94mGPpaCF787HU\n1WOpm4hlQp32fkI9sstFNJHiPX9az8vH2lgaOcY9r/0Rc4vGsU6MK6HqwT9TOGN0ZQ9FUbjqwddY\nfVxLMATg3ium8vWLJ9HsO8qm408ST0VRVHjhuJdVR70MtUlaWu3m03Mt5Jjbae07od/sjU295K7a\ng/vVwzr1B8C5bDmuj3+WKTtD9ESS+m8+fPM8jnf30/Tin/nImr9iT7smJq1Gtlx2BaW338vNszUu\naiAS53trDvKLTcdIpMHORRVefnLtDF472cEft29jyZhe6vJDeMzJYTrRplNdOJ7dQ97Go0hpKooi\nCITrSjE3dOqVQcUkZ607aACkt7KE9cuWsbVsGldMmcYd40rwP/0kXX/9M4mT2aDeV1NKaMUEBhbV\nYDnVSf7Dm7Cc7MhWvBEF+utq+cXMKzFPy2HxmD5sxiHJSErJ7gsIx7HHjdiCYDrZhnK8Ec62IEeG\nN8W9U0org2ZF55pmXahQJJFUvhsK85B7gwhdvajR4RSc0UIwGhn71HO4l1+q/T8NJsJHj3DqlvcS\nO3XiTZYwPFIWA5FxhQRnVxGaXkmsIvcNnUC1mRQ8qw+S/8hmvTKbyHPQ+bFFBJbUahVm0Uzu7lac\nz2xF3nNcn1XM8eD6yIdwTJtF01e+Ch0a8NpYMZXvLf4oAYtGzZNSSW47upYP7ngOa1J7EB8uHk/4\na9/ngx+4ElGI0Oo/QWvDHtRv3o9tR6YpVAXCdSW03HUFKY+Nkh+/hGuTtm/6542j5WtXIiSSFPxx\nE661h7PAtAoIk8YTuG4OqYPHcK45iDwwRPddEhDOMe9SJYHAwhqCMyop/uUapHj28iI12v71/nU7\nYkrJptiIAr0Latm05GImXXw9N06bN+LDdfvZLhb+ejWDPbQ5ViNNd1+Pxahx5h/ffBDfxz/ArJYj\nmWZWp4O271xLslZzDxYEB06zmUCke9jyBUSSag5HuyJUuCM4TOlrVVVxbDlJ0W/WYvBlvA/654+j\n9QsrUF3ZTbd59lIdvDstw03MzvYcYPOJp3RzGgGRPHsp/nDHeTetGiQzNUVzqC2YQ9dAE/ubXiMQ\n6Rpx2hxbEQvG30SOrYiBaB+HWtdzomO3DqQNkpm64vnUFc8nmghxoGUdZ7r36RVXSZDxOstxWwtI\nKQkicQ2YXz3tdv6y7T8voHGTkG7MtKQVZgxIgpxpKk1XgQebCpOpOPFUjHgycsEUcTTQbxuF928Z\nkQJklC88//9Ch6KmCMeCDMR8DET9BKM+BmJ+/f1bkSoddGn9d1R0+WdCGwkwZ7j++kjMaD0B1iEj\nAW/CBX4H4l0gf4HjXPnJaCLJRx5/gaLmdSw+tJ2c/We14fK3yMU2lJRy2FHITmMeZ3JKWH7FUj75\nnsUcvOezCI9p1vGKQcL05U8y+ev3I0rZJ1NbIMzcn79EaxpgmGWJFz+xjCVjC/Vp7n15E6nEWio9\n2gP6cJeNB3aVsmxcJV9ZWs/8dEPu6829fPzJjchCGzOK+5lWFMQkK4jBKJ7VB8lZtUenfAA0ugp4\neuJyVtcuYMb4MjY39JBMP3mNSoK7Ol/k0rUv6yoqiXIv+d//HhuKFvKtl/bRlQYMJS4rP7xqOour\n8vnw41t57VRH1jYaRYXFY/zMLu2j1BXDKGXOG8kfIufF/Xhe2JfV9BkxmrDEtd9NFucxMNaL4/Uz\n+hD/YCgmmf554wgsn0hPfT0HeyTih7qo3nqAGQf34B5CKUhIMsfrJtC+aBKmGXnUPb8Jz9ojWctU\n0VSABq6Zj/Dx6+lL+QjFMmovWsvn8HMkkRI43Wum+2gEz+6zLGg5S8nJA3AOtz7htpKcXE1sfDHB\nPBkhkUIKxZFCUYRgjGR/AoJa07ApEsUciSKFokih2DviJ/DPxtA1eTNg777uPYz98xOIosjOMi/4\nfG8yR+Y3km4rkQnF9M8fR2haRRa15E3nV8G4t5niB9Zhb9CAU8Igs2HhUrpvfj83z5tFndtD6Oln\n6fz1L4idOqnPax5XQ8Hn7yD3xptpv//HtN/3Q1AUBLOZns99nU9JNbSkr9nJHSe5c9MjjPVpo2UB\ns53fXHQTR+dOZWJhmKlFIUrlAMW/eAXXhuN68UAFotX5tNx5OfEKL2IoRtm9K/XGUd8VU/BdMRnv\nbzfgPNKcVXRQDBKBeWOJ1hbj2nAsq/l2NIUZRRTou2wSvksnUX7vKgw92RX9yNh8Gm5fQcHTu8jd\ncjx7XoNE5/L5OD9zBx/dGqPRr13796yYzN0rJo84VN4aCDHu+88TS99TTbLIyW9ch/G5x2n88hdR\nY9p1pwgCbdfNJvCphaMfSwTO+My09puQBIVZpQmMUrYSlPVQCwUPbsjaF4rZQNPd1xCaoSn8KCqc\n6rWiipV8c8U12M3ZxniDEUtG2HziaZp9R0Zdp6FhkMwIiMRTmXuYzeSmvngBZbl1nO3ez9G2rUO4\n9dkhCCKTS5cysXQxfeFODrVsoMl3JAPQRRm3tRCLwU4o3kcw4ntL6jejc+SFLG70UFA8nCef+c4g\nmxH/SUCcTCXO4chrnPio/j5MNBFO8+bD+ucXhh4iZFFxdO63wYp5CD3HPEQC0izbkKV/n8bQlJIk\nHA8QjGrgfhDwD0T9BGM+IvGRz7GRQhSk86b/GCQTRsmMLBmRRDnD61dVbcRBien0on/HEAQRg6jJ\nmRplM0bJjNFgwSzbMBtsWAx2TAZ72uwrOyn4Z5OAd4H8BY6hQF6SDdz85008d1B7YJa5rUQTfUwv\n6udi6QwTtu3GvqcRU7MPIZ5869VOQcA0pgrF4yB29ChiOA2Ep45lwsNP4Rk3GYBXj7dx7R/XEUtX\ntCs8NnbecQV56cauY10BrnnwNU73DiCLCrdM7mDJGK150SA7uKTuVvKdFSRTCj987RD3vnKApKIi\nCgJ3Lqvnm8vr6AmeYW/TK/hD7ZBScGw7Re7ze7Iav8JGMytrFvHUxOW0OzWzIrMs8sRtC1niSXH4\na59CfP41vYLYPK2W/5p2K6cs5XxlaR13Lq1n/elOPvrEVl3Sc7Qoc1uR6WFZtY8J3hDudLVeiCdx\nbjhG7vN7sJzOVKsGq4FRycBvF99MssjJzZtfoLSpadhoSspqpH/eOPoXjCc0vQJVFDDuaMT6yjEK\nXj+BPARUJ51uvO99D6cvmsnGvbtZ9OJLeBqzpfpUUdAVLeI1JVk3PBWB3rAZVU3itQ2vMEmijFfM\nx7urDfWHD6AGhvcQpCSJM5VVhGaPwbKslGSpR+dyJxUBj60au2UcX3uph5NdAZYVdXKZs5UJD72I\nfX8zAHGvk4ZF0wj3Jpiw7XVMsZhWgSz2opgNmCJRTUo0FH1HGobPN1RgTijFTtvow+EqGn85NK2S\nwJJawpNKUU0jD6Vqcm1GTAYLNqNLt822md1YjU7kNh89/3Uvfaue1+dZPXYOv5l9I52OXHLCAd57\neC03Hl2PY0iy51i0hMIvfAnXisuJNzVy+mO3EdqhsfYsdROpevgxrPUTiSZS/PqFLYS+fw+XH92k\nz7995hwabltK9RgFq1GBeJKi376G55WDemVcBWJlObR++TKitRr/WfaFKL/7b/q5H1s0ndTRBizd\nviywnfTYCCyuQYwlcG04nsXdP5c6M3S/9i2vo/fq6RT/6tUsR1cViJV6OHPXNVj9QUp/9FJWRT9m\nNvHy9CX8vvoyfFY3M0pz+Pn1s/jqqj1sa9Qq5TdOqeChm+dhNQ5/2EXiccrvfQ5fOE7egI+f/eOn\nVPta9WbaWGUejd+5gWR+tr58SoHGPgudA0Zmlnspcabo6m+CEWQCjY295D20Cc+ObFpetDKPhh/c\niOJxUOiuoiJ3IqtPGPiPVRo4f+T987l1RtWw5Z3t2s/mU0+/oUW8gIDdnIvHVkhvsJnQkCpprr2E\niSWLcFq8HGvbypnufaTegJoiiwbMRgexRIRE6q17XwwNk2zFbLCl/+zpPxvTK1dwqnPPMAD7dgD5\n/2QMgsVzE4Cs94mM2dKFbpod5ISbh3L09aq/dVQ1IFn6n6eCJJUEoWgfA7Hsav4g6B/0GLhQISBg\nM3lwWvJwWnJxmHOxmdxYjQ6MsnmIrOM5/gW6zOPo/QeD//9Xu94KCIiiZrIli0adBmaUzOkRAhtm\ng1W/5qxGB1aTC1k1c/ToMXgXyF+YGATydXX1fOq53fzl9bPDprlpagX3XTMTjyVJU+8RmnoP031i\nD+7VB7DvOoupqRcxmhgR2KsAozxIs6YTBORJEzhaM5+H+4yczimh1ZnPlZMq+NuHFyOKIrube/nm\ni3tYczK7sn1VXQl3X2zlaNuLpJQEgiBSkbeUr78cZ2eTVuWsznXwp1vm6bKZg9HqP8E/Dj6GLFhk\n0r8AACAASURBVGoPfvOpTnKe34NrwzG9wVURBPaMm8SORTfznW9/lvIcrfrZ5A/xwAMPsPCJn5Nz\nUksAFINE4rbrmfyfv+Q/NzXw843H3nC751bkcbyrH38kAzyqcuy09AXS1foA5e4YsqBgPdhC7vOv\naxrd5+zOw+Om8Z5XV3O4pYu9X/s6E7e9jDk1HEinLEaCc6roXzCegZmVCCkV56YTuNcexnYwW72i\nO9fLxolzmfKBDzFz29/pe/oZGMjc7AYBlO+qKfTcOBvOASz9URMuaz5FThuBcHvWQx00kDbmK49j\nbOtDkURipTmYm3uHVdiDXg/9M6tJzisnNLlMB7GKCr6wAavRzYTCYsLRILEHnqb0sXUIKiTtZlq/\ndiX+knyqv/0MjmYNYJ245WK6blpEJJFEVVPIiQSWaBR3IoE9HsO+4TCuF/boHPxoaQ6R2kLEhKL1\nBfRHkYMRxIEYYiT+thOB2ecAeRVNAaV/cQ3+yyYTq87XriEEJNGAyWDFZnThsnrJc5ThthZgNTqx\nGB2jciVTwSBt9/2Azl/+DDXtTmudNoPyH/2ULzSobH1lE+87sJpLT27HmAZqSVFi/bi5uD/9eW56\n/9Xk2kz0PvUEjXd8llS/loDlf+pzlH33h4gWC6qi0PPIQzR/+xuk/Np111+eT88dFxOpK9FWRFHI\nf2gjuSv36tfXYCNu2x2XEpqW0Y739KgU3PUoUmu31oR/jr65CkSrvIQml2E72DJiojtaBGdX0Xn9\nDAqe2oF9b1N2UuC20nTPdYiJFIV/WI/lZKbhMmIw8cfpV/Ns3TLCxmw6is0o85NrZrLpTCd/2aPd\nR2eU5vDcR5dS4hreDxSK9vPA+97PvNdW687KikGi/dNL6btyqrY+KrT1m2gf0Kg3OZYE5e4o8htg\nzERHiMK/7KJg7evDrqW+BTUk7/08Y8tnUp5Th8mgrZeiqFzxh7W8eqIdh8nA3i9fyZhcB23+kxxp\n20yr/+SoNAQBEY+tiNqiOfQMtHCma19WVdxu8mA35xBLhAhG31rFfLSQBAMG2Uwyrdc+GGaDnfKc\nOspz67CaXBpwl22j8sbfqo78/5bIqOZkegJGTwYGVXNCF4ynLomGc0YARpL9tAyjCL2T/P9EKp4G\n9X4Goj7tL+bXKvwxP/Hk20smh4YgiDjMOTjNGsh3WvJwmvNwWDSwf75JpKbf/uZGZnqCkIwRSw06\nA0f1hGBQC/5/KjF4V0f+AscgkH+8Kc79m7MrNzVeJ7+4YTbLxxcNmy+WDNPiO05j7yFa/Segx4/7\n1cM4dpzB3NCNGB6ZM6wKaE2MJiNiOJ5leX9uKAYjttpa+kqrWas6eU11czqnhA5HLqogYjFIbP38\nZUwu0RpO/aEO1h19jP6oxmHf3erk4T3FfHj2BH501XRsI1QxZ/70BU52d/OxGa1MLtSkLUNxEaU3\nTNXaPXhe3Kcb1QAo48qxffQjrKxczM93NhBPppCFJF8JbmPxymd1J9N4roO/X3YVz5TORxQFJEFF\nFFQkUWvYnVbswiAL7G/zpb8Ds0FAUBVUtGm9diOX1xYxqchFf8TH/tbjyOIA9i4/eX/fi/sc+UrF\nKHP6A0vYs2geSijBxM17qH1xM4bgyJWGlFFmYFYVwQXjCc4egxSM4lp3FPfaI5hasmkeofoSAhfX\nkTIbyHtmF+Yz3cOr9FPK6fjYImIjGAWNFoaufiq/8jjGriApq5Hmb1+L1BfBsfMM9tfPDnPuVEwy\noSnlBGeNYWBWFYnC4a6ittcbKP3hC8jBKKoAXR9cgO+KKZTfu1Ifcem9djodn1rKaLIehq5+iu9f\njX2v1nycdFtp+8IlBOeNGzatEE8ijuAjIPtDyN1BDD1BDF1B5L4Q0kBUuzaGgP85oRTbbRKBedW0\nfGIZ3fY8LMYClo6fSomnCoclF4M0cqPqm4WqKPT+9c+03PNNEp1aAmwoKKT0v75Hzi23Ely3ho5f\n/oz+ta/q8/QbrTxft4Sn6y+m265dW7Z4hF8fXUnt9tUAyDm5jPndg7ivuFrbn69vofGOz5HaewjQ\nOPvdt82n99rpGldfUch9cgf5T+zI6u1I5Nho/+zFBBeMpzNoIJSQsBigoqONMd/4q3YMyQbliiwS\nmlhKymnBueN01vLOnTZlNiBFM9dIuKaI7vfNIucfB7Gf08iqGCSNL243kffkjiwqSkoQeLr+Yn4z\n5ybi8htXE983tYLafBffefUAqgpFTgvPfWQJEwvNdPafpSNwhp5dG8m560G9YVYFQlPLafr2dahW\nIwIiTkseA9EoKfX8dO0tUQs8spbKl3bq+0SVRL0x+ZWFy/nBpJtYNK6Cv39s6TCBgvb+MHN/9jxT\nC9tZVBkmzxp5Qw6xQTJjNtiIJ2PEk6ELUuGVBBmnxUs8Fcmi7plkK2MLZjCuYAZd/U0cadtMXziT\nuOXaS5lcuoTy3Lo35Hqrqkog0s2pzt2c7trLzXO/xRPbv4soSkiCjChmTJMk0YAsGdK0A2PaOdWs\nOamm+ciDfHiTIW1EJJoRRxF++N8QipLKVPfPqfrHkxGi+vu0AlD6/8kLyv8frvGvUZ6smHVVHmsW\nFeRCjK7Ek1EGoj6CeiV/CEc/5rtg1BlRkHFacnCY8/RqvjP93mp0vqNUJlVVSKYVioaOAMQS2vU4\n2IgcSTchJ1JRzcMgbSJ1vveAd4H8BY5BIH/typO0h7SLzWKQ+NYlk/jS4jpMctq0YVBbVlW0Zp0h\nr4lklNPdx3l+/1YK7X6sRhWxP4J7zWEc209jPtOFNDCyCZIqCKTsZoRkUgelb1ZNixuNBIoLcE+q\nRhxfjlJdilJVQtBpY2dzJw6jnxzL4MNdxusoRhLlrHXuDUVo7RtAEFUkQQPXNkMKi0FJa+lCSgUx\nkcSz6Ti5K/dkVeaSLgv+y6fgu3qqzk8Ww3HynthO7rO79SptqL6Ejs9erGl0X+AQQzHcrxzC+9dt\numnP4Lp1v/8i+lZMRBUF3K8cIu/pXRi7MoBgGDgySISmV9A/fzzBuVUY2gO41x7BteFYFphWDBLB\nOdX0zxuLbX8Tro3Hs5IJFUjm2ui9Zjq975nFG5UOFVX7M7b6GXvn4xj8YZIOMw0/fh+xSi+kFCwn\nO7HvOoN95xmsJ4dL0UXLczVQP7uKcH0JyJLGAe/so+zeVXqVtv+isbR9fjnFv1qDc6uWsAYW19L6\n5cuGmQ9lNkbF8+J+Ch7coIPBvmV1tH9mGYrDPOp2nbMIokmBgbhEICrTEzbQETTREjDT0m/hqvoa\n/njLQsT/eHTE+YucFh686SJW1BS/oXHaSBHctoWmu75MeI+mFCOYTBR+/g4Kbv8Sff94gc5f/ozI\nkUP69KbKMRR87ou0Lr2Ga5/cSVvadXdC1xm+s/b3lPVr+/Jo1RSsP/klc2Z46Wjbz8BPf43tmc16\n9TewcDwdn1xK0qs1vHpW7aHgT5uz6C5Jh5kzH1pK65KpmGUFmzGl9+Z6H96I96mdw0adkk4L4doi\njB19mJsyieawc9kkEy9wat4FadpOrMRD902zcW45iWPXmeyGbqBv2QRCk8pwPr0HZ1u26VmrI48v\nXPEVWt3nn6BWeGx85qJyXji8iwp3P7V5YYqdMUgqlNz3Eq71x/R1TtlMNH3tKsKzhjvS6uuoMqwx\nHiCRgkhYpXLtHrx/3Y6cPmZJixE1pWKIJ1BlmR8t/BCrauZjNyZxmFJ8el4Z75tSSCQxQE+whe6g\nJpV7IStykmh4Qw1yo2QhPoQyU+WdRiIVpdl3VP/MZnIzqXQJY/Imc6Z7H4daN2YB/CLXWCaVLabI\nNXZUgJNMxWkPnKHVf5wW3zEGYn79u7eiI/9WY1AHXRAEBERNr11Mv6Y13CVRe5X1xCFNT9A5yyYM\nkgmDZNZAafpVUysxI4vGd2TdL3QklcQIOvkjUYCydfMvzPk4pN/hzar+Q75/K+6wqqoSS4aH0XUy\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kN6VeU1/K72+cS74jW+Eka33fBEz0hmJ8b81+frXpOOd4GFHXdYYvbfkrk7q0xEKVZexL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XZ3NB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FHnczdd076RiuRXR5yPv537HvaAQgYjfj/O/vMPeWzzE03sXrtX9kPKDq7UszF7Oi/IPoz0Iv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\nG2jpOceh6pdQ1SA6Rc+qBdefl74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7+dJ1K3AkT19HUDH/tPXVUVZfSlXrcVSCAOh1BvKS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\nCIKgDglHPgiCIAiCIAjqkPcBoBK6rn6aAIUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10de46ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = ParallelCoordinates(classes=classes, features=features)\n",
    "\n",
    "visualizer.fit(X_scaled, y)      # Fit the data to the visualizer\n",
    "visualizer.transform(X)   # Transform the data\n",
    "visualizer.show()       "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The scaled dataset makes it easier to see the separation between classes for each of the features.\n",
    "\n",
    "*TODO - Add scaling option to PararalCordinates and potentially other visualizers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now that we have some features, Let's Evaluate Classifiers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the feature selection phase, we determined that petal_length and petal_width seem to have the best separation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Classifier Evaluation Imports\n",
    "\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from yellowbrick.classifier import ClassificationReport, ClassBalance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "features = ['petal_length', 'petal_width']\n",
    "classes = ['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']\n",
    "\n",
    "# Extract the numpy arrays from the data frame\n",
    "X = iris[features].as_matrix()\n",
    "y = iris.species_num.as_matrix()\n",
    "assert y.shape[0] == X.shape[0]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
    "assert y_train.shape[0] == X_train.shape[0]\n",
    "assert y_test.shape[0] == X_test.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-147-4c8e0ef2dbcf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mvisualizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# Fit the training data to the visualizer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mvisualizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscore\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_test\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_test\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# Evaluate the model on the test data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m \u001b[0mg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvisualizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m             \u001b[0;31m# Draw/show/show the data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/var/pyenv/versions/3.5.2/envs/yellowbrick/lib/python3.5/site-packages/yellowbrick/classifier.py\u001b[0m in \u001b[0;36mscore\u001b[0;34m(self, X, y, **kwargs)\u001b[0m\n\u001b[1;32m    133\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscores\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclasses_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscores\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    134\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscores\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscores\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 135\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_pred\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    136\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    137\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_pred\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/var/pyenv/versions/3.5.2/envs/yellowbrick/lib/python3.5/site-packages/yellowbrick/classifier.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self, y, y_pred)\u001b[0m\n\u001b[1;32m    158\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mcolumn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    159\u001b[0m             \u001b[0;32mfor\u001b[0m \u001b[0mrow\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclasses_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 160\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mva\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'center'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'center'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    161\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    162\u001b[0m         \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'nearest'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    },
    {
     "data": {
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2JUnv/YtJ3prBf+r3/5N8e5I3r+HxAABgTZ3y5JM+dwYA\nAAAAoGZdXqkMAAAAAMD6JCoDAAAAAFAmKgMAAAAAUCYqAwAAAABQJioDAAAAAFAmKgMAAAAAUCYq\nAwAAAABQJioDAAAAAFD2b4SdxKKkDRW9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f469320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the classification model and visualizer\n",
    "bayes = GaussianNB()\n",
    "visualizer = ClassificationReport(bayes, classes=classes)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data\n",
    "g = visualizer.show()             # Draw/show/show the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ClassificationReport(ax=<matplotlib.axes._subplots.AxesSubplot object at 0x10dedf7b8>,\n",
       "           classes=None, model=None)"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: There seems to be some sort of bug in the draw/ fit methods. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's try a naive bayes as the other didn't wrok"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Classifier Evaluation Imports\n",
    "\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from yellowbrick.classifier import ClassificationReport, ClassBalance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "features = ['petal_length', 'petal_width']\n",
    "classes = ['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']\n",
    "\n",
    "# Extract the numpy arrays from the data frame\n",
    "X = iris[features].as_matrix()\n",
    "y = iris.species_num.as_matrix()\n",
    "assert y.shape[0] == X.shape[0]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
    "assert y_train.shape[0] == X_train.shape[0]\n",
    "assert y_test.shape[0] == X_test.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/var/pyenv/versions/3.5.2/envs/yellowbrick/lib/python3.5/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
      "  'precision', 'predicted', average, warn_for)\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-151-bf3e22a6d078>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mvisualizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# Fit the training data to the visualizer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mvisualizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscore\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_test\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_test\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# Evaluate the model on the test data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m \u001b[0mg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvisualizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m             \u001b[0;31m# Draw/show/show the data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/var/pyenv/versions/3.5.2/envs/yellowbrick/lib/python3.5/site-packages/yellowbrick/classifier.py\u001b[0m in \u001b[0;36mscore\u001b[0;34m(self, X, y, **kwargs)\u001b[0m\n\u001b[1;32m    133\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscores\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclasses_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscores\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    134\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscores\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscores\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 135\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_pred\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    136\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    137\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_pred\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/var/pyenv/versions/3.5.2/envs/yellowbrick/lib/python3.5/site-packages/yellowbrick/classifier.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self, y, y_pred)\u001b[0m\n\u001b[1;32m    158\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mcolumn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    159\u001b[0m             \u001b[0;32mfor\u001b[0m \u001b[0mrow\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclasses_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 160\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mva\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'center'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'center'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    161\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    162\u001b[0m         \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'nearest'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    },
    {
     "data": {
      "image/png": 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7+ZTeff+y1vqDUsph6Wr6ULrzSN6Xbgv6/HS7paclObPW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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e59fe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the classification model and visualizer\n",
    "bayes = MultinomialNB()\n",
    "visualizer = ClassificationReport(bayes)# classes=classes)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data\n",
    "g = visualizer.show()             # Draw/show/show the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Selection: Random Forest Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "features = ['petal_length', 'petal_width']\n",
    "classes = ['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']\n",
    "\n",
    "# Extract the numpy arrays from the data frame\n",
    "X = iris[features].as_matrix()\n",
    "y = iris.species_num.as_matrix()\n",
    "assert y.shape[0] == X.shape[0]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)\n",
    "assert y_train.shape[0] == X_train.shape[0]\n",
    "assert y_test.shape[0] == X_test.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test = pd.DataFrame(y_test, columns=['species'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    13\n",
       "0    11\n",
       "2     6\n",
       "Name: species, dtype: int64"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.species.value_counts() # The test train split provides unbalanced classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8/pOIOAN4PjClMDxv3jyGh4e7rMZ0XT7D69MgzJ8/f9BV0AxYcHGdYbgmtuU6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\n67QH8G3KfQJbj580R8T5Xa5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      "text/plain": [
       "<matplotlib.figure.Figure at 0x110e5da58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from yellowbrick.classifier import ClassificationReport\n",
    "\n",
    "# Instantiate the classification model and visualizer\n",
    "forest = RandomForestClassifier()\n",
    "visualizer = ClassBalance(forest, classes=classes)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data\n",
    "g = visualizer.show()             # Draw/show/show the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: The visualization works, but the example provides an unbalanced training/ testing set that provides a misleading for a Randomforest classifier. A more powerful example would train with balanced classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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